Airbnb Booking Days Prediction

Table of Contents¶

  1. Introduction
  2. Library Import
  3. Data Import and Basic Preprocessing
  4. Data Split
  5. Exploratory Data Analysis (EDA)
    • 5.1 Data Overview
    • 5.2 Numerical Features
      • A) Drop Useless Numerical Features
      • B) Plot Histograms for Numerical Features
      • C) Plot Scatter Plots for Numerical Features Against 'Days Booked'
      • D) Transformations
    • 5.3 Categorical Features
      • A) Hand-Pick Useful and Relevant Categorical Features
      • B) Tag Informative Missing Values
  6. Preprocessing and Transformations
  7. Define Functions for Comparing Results
    • 7.1 Save and Compare R² Scores for the Models
    • 7.2 Save and Compare Cross-Validation Results
  8. Baseline Model
  9. Ridge and Hyperparament Tuning
  10. Elastic Net and Hyperparament Tuning
  11. Check Permutation Importance
  12. More Feature Engineering
    • 12.1 Discretize Nights and Availability 30
    • 12.2 Check Latitude and Longitude Residuals
    • 12.3 Check Price and Bedrooms Residuals
    • 12.4 Assembling More Features (More Discretinization and Interaction Terms)
  13. Compare Model Performance After More Feature Engineering
  14. Non-Linear Model: Random Forest and Hyperparameter Tuning
  15. Permutation Importance for the Best Model
  16. Final Prediction
  17. Insights and Recommendations
    • 17.1 Observations from Feature Importance
    • 17.2 Key Insights
    • 17.3 Actionable Recommendations
      • A) For Airbnb Owners in LA
      • B) For Airbnb as A Platform

1. Introduction¶

Data Source: The data is from Inside Airbnb and provided extensive information about Airbnb properties listed in Los Angeles, California. The data dictionary is here: link

Goal: In this project, instead of going for the most common prediction of listing price, my goal is to predict the number of days a given Airbnb listing will be booked in the next 30 days.

Challenge: The dataset involves 70+ features, and it is not clear which features are important for predicting the number of days a listing will be booked. I need to do several rounds of feature engineering to identify the most important features and try to capture both linear and nonlinear relationships.

Process:

  • I will leverage the insights gained from exploratory data analysis (EDA) to construct the model. This will involve building preprocessing pipeline, feature engineering, trying different models, regularization, model selection, and cross-validation techniques to ensure the model's accuracy and reliability.

  • I only have access to actual booking data for a small subset of listings, which will serve as my training data. So I need to either split the training data into training and validation sets, or use cross-validation to evaluate the model's performance. Then try the best performing model on the test data and report test scores.

  • Ultimately, I aim to provide actionable insights that can enhance the understanding of booking patterns and improve decision-making for Airbnb hosts.

2. Library Import¶

In [2]:
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
import matplotlib.pyplot as plt
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
from sklearn.preprocessing import StandardScaler, KBinsDiscretizer, OneHotEncoder, FunctionTransformer
from sklearn.impute import SimpleImputer
from sklearn.linear_model import LinearRegression, Ridge, ElasticNet
from sklearn.model_selection import GridSearchCV
from sklearn.inspection import permutation_importance
from plotnine import ggplot, aes, geom_tile, geom_point, geom_smooth, facet_wrap
from sklearn.preprocessing import PolynomialFeatures
from sklearn.ensemble import RandomForestRegressor
from sklearn.metrics import r2_score
In [3]:
pd.set_option("display.max_columns", 50)
pd.set_option("display.max_rows", 100)

3. Data Import, Basic Preprocessing¶

In [4]:
def basic_preprocess(df):
    if df.price.dtype == "O":
        df["price"] = (
            df["price"].str.replace("$", "").str.replace(",", "").astype(float)
        )
    df = df.dropna(subset=["price"])
    if df.host_response_rate.dtype == "O":
        df["host_response_rate"] = (
            df["host_response_rate"].str.replace("%", "").astype(float)
        )
    if df.host_acceptance_rate.dtype == "O":
        df["host_acceptance_rate"] = (
            df["host_acceptance_rate"].str.replace("%", "").astype(float)
        )
    return df


x_df = basic_preprocess(
    pd.read_csv(
        "https://data.insideairbnb.com/united-states/ca/los-angeles/2024-09-04/data/listings.csv.gz"
    )
)

y_df = pd.read_parquet("data/raw/y_train.parquet")

train_df = x_df.merge(y_df, on="id")

outer = x_df.merge(y_df, how="outer", indicator=True)
test_df = outer[(outer._merge == "left_only")].drop("_merge", axis=1)
In [5]:
print(train_df.shape)
print(test_df.shape)

(3729, 76)
(33567, 76)
In [6]:
train_df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 3729 entries, 0 to 3728
Data columns (total 76 columns):
 #   Column                                        Non-Null Count  Dtype  
---  ------                                        --------------  -----  
 0   id                                            3729 non-null   int64  
 1   listing_url                                   3729 non-null   object 
 2   scrape_id                                     3729 non-null   int64  
 3   last_scraped                                  3729 non-null   object 
 4   source                                        3729 non-null   object 
 5   name                                          3729 non-null   object 
 6   description                                   3635 non-null   object 
 7   neighborhood_overview                         1839 non-null   object 
 8   picture_url                                   3729 non-null   object 
 9   host_id                                       3729 non-null   int64  
 10  host_url                                      3729 non-null   object 
 11  host_name                                     3729 non-null   object 
 12  host_since                                    3729 non-null   object 
 13  host_location                                 2792 non-null   object 
 14  host_about                                    1977 non-null   object 
 15  host_response_time                            3298 non-null   object 
 16  host_response_rate                            3298 non-null   float64
 17  host_acceptance_rate                          3314 non-null   float64
 18  host_is_superhost                             3624 non-null   object 
 19  host_thumbnail_url                            3729 non-null   object 
 20  host_picture_url                              3729 non-null   object 
 21  host_neighbourhood                            2896 non-null   object 
 22  host_listings_count                           3729 non-null   float64
 23  host_total_listings_count                     3729 non-null   float64
 24  host_verifications                            3729 non-null   object 
 25  host_has_profile_pic                          3729 non-null   object 
 26  host_identity_verified                        3729 non-null   object 
 27  neighbourhood                                 1839 non-null   object 
 28  neighbourhood_cleansed                        3729 non-null   object 
 29  neighbourhood_group_cleansed                  3729 non-null   object 
 30  latitude                                      3729 non-null   float64
 31  longitude                                     3729 non-null   float64
 32  property_type                                 3729 non-null   object 
 33  room_type                                     3729 non-null   object 
 34  accommodates                                  3729 non-null   int64  
 35  bathrooms                                     3728 non-null   float64
 36  bathrooms_text                                3728 non-null   object 
 37  bedrooms                                      3720 non-null   float64
 38  beds                                          3716 non-null   float64
 39  amenities                                     3729 non-null   object 
 40  price                                         3729 non-null   float64
 41  minimum_nights                                3729 non-null   int64  
 42  maximum_nights                                3729 non-null   int64  
 43  minimum_minimum_nights                        3729 non-null   float64
 44  maximum_minimum_nights                        3729 non-null   float64
 45  minimum_maximum_nights                        3729 non-null   float64
 46  maximum_maximum_nights                        3729 non-null   float64
 47  minimum_nights_avg_ntm                        3729 non-null   float64
 48  maximum_nights_avg_ntm                        3729 non-null   float64
 49  calendar_updated                              0 non-null      float64
 50  has_availability                              3687 non-null   object 
 51  availability_30                               3729 non-null   int64  
 52  availability_60                               3729 non-null   int64  
 53  availability_90                               3729 non-null   int64  
 54  availability_365                              3729 non-null   int64  
 55  calendar_last_scraped                         3729 non-null   object 
 56  number_of_reviews                             3729 non-null   int64  
 57  number_of_reviews_ltm                         3729 non-null   int64  
 58  number_of_reviews_l30d                        3729 non-null   int64  
 59  first_review                                  2788 non-null   object 
 60  last_review                                   2788 non-null   object 
 61  review_scores_rating                          2788 non-null   float64
 62  review_scores_accuracy                        2786 non-null   float64
 63  review_scores_cleanliness                     2786 non-null   float64
 64  review_scores_checkin                         2786 non-null   float64
 65  review_scores_communication                   2786 non-null   float64
 66  review_scores_location                        2785 non-null   float64
 67  review_scores_value                           2786 non-null   float64
 68  license                                       1087 non-null   object 
 69  instant_bookable                              3729 non-null   object 
 70  calculated_host_listings_count                3729 non-null   int64  
 71  calculated_host_listings_count_entire_homes   3729 non-null   int64  
 72  calculated_host_listings_count_private_rooms  3729 non-null   int64  
 73  calculated_host_listings_count_shared_rooms   3729 non-null   int64  
 74  reviews_per_month                             2788 non-null   float64
 75  days_booked                                   3729 non-null   int64  
dtypes: float64(25), int64(18), object(33)
memory usage: 2.2+ MB
In [7]:
train_df.head()
Out[7]:
id listing_url scrape_id last_scraped source name description neighborhood_overview picture_url host_id host_url host_name host_since host_location host_about host_response_time host_response_rate host_acceptance_rate host_is_superhost host_thumbnail_url host_picture_url host_neighbourhood host_listings_count host_total_listings_count host_verifications ... availability_30 availability_60 availability_90 availability_365 calendar_last_scraped number_of_reviews number_of_reviews_ltm number_of_reviews_l30d first_review last_review review_scores_rating review_scores_accuracy review_scores_cleanliness review_scores_checkin review_scores_communication review_scores_location review_scores_value license instant_bookable calculated_host_listings_count calculated_host_listings_count_entire_homes calculated_host_listings_count_private_rooms calculated_host_listings_count_shared_rooms reviews_per_month days_booked
0 1158417037056953812 https://www.airbnb.com/rooms/1158417037056953812 20240904164210 2024-09-05 city scrape Lovely High Rise in Ktown You'll have a great time at this comfortable p... NaN https://a0.muscache.com/pictures/miso/Hosting-... 485962662 https://www.airbnb.com/users/show/485962662 Max 2022-11-01 NaN NaN a few days or more 30.0 17.0 f https://a0.muscache.com/im/pictures/user/d7360... https://a0.muscache.com/im/pictures/user/d7360... Westlake 2.0 2.0 ['email', 'phone'] ... 30 60 90 269 2024-09-05 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN f 2 2 0 0 NaN 0
1 53405110 https://www.airbnb.com/rooms/53405110 20240904164210 2024-09-05 city scrape Downtown Loft NaN NaN https://a0.muscache.com/pictures/f0b186c4-2a75... 416339920 https://www.airbnb.com/users/show/416339920 Shaina 2021-08-01 NaN NaN NaN NaN NaN f https://a0.muscache.com/im/pictures/user/1e167... https://a0.muscache.com/im/pictures/user/1e167... South Los Angeles 4.0 6.0 ['phone'] ... 30 60 90 364 2024-09-05 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN f 4 2 2 0 NaN 0
2 1099697666994383724 https://www.airbnb.com/rooms/1099697666994383724 20240904164210 2024-09-05 city scrape Chic Apartment in the Heart of Beverly Hills #8 Welcome to our beautifully appointed apartment... NaN https://a0.muscache.com/pictures/miso/Hosting-... 367097591 https://www.airbnb.com/users/show/367097591 Aura 2020-09-11 NaN NaN within an hour 100.0 91.0 f https://a0.muscache.com/im/pictures/user/8e3f5... https://a0.muscache.com/im/pictures/user/8e3f5... Westlake 7.0 77.0 ['email', 'phone'] ... 15 45 75 259 2024-09-05 6 6 0 2024-04-01 2024-07-14 4.83 4.83 4.67 5.0 4.83 4.83 4.67 NaN t 4 4 0 0 1.14 24
3 1039777404032438158 https://www.airbnb.com/rooms/1039777404032438158 20240904164210 2024-09-05 city scrape Blueground | NoHo, walk to restaurants & art Discover the best of Los Angeles, with this th... This furnished apartment is located in North H... https://a0.muscache.com/pictures/prohost-api/H... 107434423 https://www.airbnb.com/users/show/107434423 Blueground 2016-12-16 New York, NY We’re Blueground, a global proptech company wi... within an hour 100.0 96.0 f https://a0.muscache.com/im/pictures/user/d0ad9... https://a0.muscache.com/im/pictures/user/d0ad9... Cambridge 4494.0 4784.0 ['email', 'phone', 'work_email'] ... 0 0 0 156 2024-09-05 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN f 569 569 0 0 NaN 28
4 53633927 https://www.airbnb.com/rooms/53633927 20240904164210 2024-09-05 city scrape Venice Flower Cottage: Ideal WFH + dry sauna Welcome to the Flower Cottage Venice - your ve... Venice is an absolute dreamland. From the gorg... https://a0.muscache.com/pictures/miso/Hosting-... 265269171 https://www.airbnb.com/users/show/265269171 Tori 2019-05-30 San Francisco, CA Texan turned Californian who has been soaking ... within an hour 100.0 98.0 t https://a0.muscache.com/im/pictures/user/1930c... https://a0.muscache.com/im/pictures/user/1930c... Chino Canyon 5.0 28.0 ['email', 'phone', 'work_email'] ... 1 31 58 58 2024-09-05 7 4 0 2022-03-27 2024-07-10 5.00 5.00 5.00 5.0 5.00 4.86 4.86 NaN t 2 2 0 0 0.23 30

5 rows × 76 columns

4. Data Split¶

In [8]:
train, test = train_test_split(train_df, test_size=0.2, random_state=42)

target = 'days_booked'

X_train, y_train = train.drop(columns=[target]), train[target]
X_test, y_test = test.drop(columns=[target]), test[target]

5. EDA¶

01. Data Overview¶

In [9]:
print(train.shape)
print(test.shape)

(2983, 76)
(746, 76)
In [10]:
train.head()
Out[10]:
id listing_url scrape_id last_scraped source name description neighborhood_overview picture_url host_id host_url host_name host_since host_location host_about host_response_time host_response_rate host_acceptance_rate host_is_superhost host_thumbnail_url host_picture_url host_neighbourhood host_listings_count host_total_listings_count host_verifications ... availability_30 availability_60 availability_90 availability_365 calendar_last_scraped number_of_reviews number_of_reviews_ltm number_of_reviews_l30d first_review last_review review_scores_rating review_scores_accuracy review_scores_cleanliness review_scores_checkin review_scores_communication review_scores_location review_scores_value license instant_bookable calculated_host_listings_count calculated_host_listings_count_entire_homes calculated_host_listings_count_private_rooms calculated_host_listings_count_shared_rooms reviews_per_month days_booked
1832 1093469007814651698 https://www.airbnb.com/rooms/1093469007814651698 20240904164210 2024-09-06 city scrape Avalon Hideaway On a hillside just a block and a half from the... Calle Del Sol is right behind (and above the C... https://a0.muscache.com/pictures/hosting/Hosti... 46247048 https://www.airbnb.com/users/show/46247048 Craig 2015-10-10 Redlands, CA I am 84 years old and mostly retired. My wife ... within an hour 100.0 97.0 t https://a0.muscache.com/im/users/46247048/prof... https://a0.muscache.com/im/users/46247048/prof... NaN 1.0 1.0 ['email', 'phone'] ... 14 34 56 56 2024-09-06 13 13 0 2024-03-17 2024-07-22 4.92 4.92 4.92 4.69 4.92 4.92 4.77 NaN f 1 1 0 0 2.24 30
3727 1076056030435406530 https://www.airbnb.com/rooms/1076056030435406530 20240904164210 2024-09-05 city scrape Mini Glam Pad | Near LAX Soak up the sun & live in luxury with modern a... NaN https://a0.muscache.com/pictures/hosting/Hosti... 262298948 https://www.airbnb.com/users/show/262298948 Tammy 2019-05-16 NaN NaN within an hour 100.0 100.0 f https://a0.muscache.com/im/pictures/user/7dd92... https://a0.muscache.com/im/pictures/user/7dd92... NaN 5.0 10.0 ['email', 'phone'] ... 22 52 82 262 2024-09-05 6 6 0 2024-02-02 2024-07-31 4.33 4.50 4.00 5.00 5.00 4.33 4.00 NaN t 5 5 0 0 0.83 30
1940 3783358 https://www.airbnb.com/rooms/3783358 20240904164210 2024-09-05 city scrape Oasis in Venice Beach with a Shaded Patio This studio - STRICTLY FOR ONE GUEST ONLY - is... This studio is in a superb location. It is clo... https://a0.muscache.com/pictures/c2f6e1ad-9cfc... 288128467 https://www.airbnb.com/users/show/288128467 J.A. 2019-08-22 Los Angeles, CA My wife Charlotte and I enjoy welcoming visito... within an hour 100.0 95.0 t https://a0.muscache.com/im/pictures/user/41108... https://a0.muscache.com/im/pictures/user/41108... Venice 5.0 7.0 ['email', 'phone'] ... 0 0 0 62 2024-09-05 339 0 0 2015-01-02 2020-02-23 4.92 4.95 4.98 4.97 4.98 4.94 4.78 NaN f 4 4 0 0 2.88 30
209 1069672792952710414 https://www.airbnb.com/rooms/1069672792952710414 20240904164210 2024-09-05 city scrape Comfort 2 bed apt Runyon canyon Take it easy at this unique and tranquil getaw... NaN https://a0.muscache.com/pictures/miso/Hosting-... 392789878 https://www.airbnb.com/users/show/392789878 Robert 2021-03-16 NaN Policy number: HSR21-OO1645 within an hour 99.0 93.0 f https://a0.muscache.com/im/pictures/user/ffade... https://a0.muscache.com/im/pictures/user/ffade... Central LA 25.0 66.0 ['email', 'phone'] ... 10 34 64 64 2024-09-05 15 15 2 2024-02-15 2024-08-16 4.80 4.87 4.93 4.87 5.00 5.00 4.80 Exempt f 14 14 0 0 2.21 30
3374 1167743254396989977 https://www.airbnb.com/rooms/1167743254396989977 20240904164210 2024-09-05 city scrape Rare Find 2BR Apt in Koreatown ~Welcome to our 2 bd/1 bth suite in the heart ... NaN https://a0.muscache.com/pictures/miso/Hosting-... 376818310 https://www.airbnb.com/users/show/376818310 Charie 2020-11-24 NaN NaN within an hour 100.0 79.0 f https://a0.muscache.com/im/pictures/user/602ee... https://a0.muscache.com/im/pictures/user/602ee... McManus 23.0 97.0 ['email', 'phone'] ... 30 60 90 364 2024-09-05 4 4 1 2024-06-18 2024-08-20 4.00 4.25 4.25 4.25 4.75 3.75 4.00 NaN f 23 19 4 0 1.50 4

5 rows × 76 columns

In [11]:
train.info()

<class 'pandas.core.frame.DataFrame'>
Index: 2983 entries, 1832 to 3174
Data columns (total 76 columns):
 #   Column                                        Non-Null Count  Dtype  
---  ------                                        --------------  -----  
 0   id                                            2983 non-null   int64  
 1   listing_url                                   2983 non-null   object 
 2   scrape_id                                     2983 non-null   int64  
 3   last_scraped                                  2983 non-null   object 
 4   source                                        2983 non-null   object 
 5   name                                          2983 non-null   object 
 6   description                                   2908 non-null   object 
 7   neighborhood_overview                         1453 non-null   object 
 8   picture_url                                   2983 non-null   object 
 9   host_id                                       2983 non-null   int64  
 10  host_url                                      2983 non-null   object 
 11  host_name                                     2983 non-null   object 
 12  host_since                                    2983 non-null   object 
 13  host_location                                 2240 non-null   object 
 14  host_about                                    1578 non-null   object 
 15  host_response_time                            2642 non-null   object 
 16  host_response_rate                            2642 non-null   float64
 17  host_acceptance_rate                          2653 non-null   float64
 18  host_is_superhost                             2897 non-null   object 
 19  host_thumbnail_url                            2983 non-null   object 
 20  host_picture_url                              2983 non-null   object 
 21  host_neighbourhood                            2327 non-null   object 
 22  host_listings_count                           2983 non-null   float64
 23  host_total_listings_count                     2983 non-null   float64
 24  host_verifications                            2983 non-null   object 
 25  host_has_profile_pic                          2983 non-null   object 
 26  host_identity_verified                        2983 non-null   object 
 27  neighbourhood                                 1453 non-null   object 
 28  neighbourhood_cleansed                        2983 non-null   object 
 29  neighbourhood_group_cleansed                  2983 non-null   object 
 30  latitude                                      2983 non-null   float64
 31  longitude                                     2983 non-null   float64
 32  property_type                                 2983 non-null   object 
 33  room_type                                     2983 non-null   object 
 34  accommodates                                  2983 non-null   int64  
 35  bathrooms                                     2982 non-null   float64
 36  bathrooms_text                                2982 non-null   object 
 37  bedrooms                                      2976 non-null   float64
 38  beds                                          2972 non-null   float64
 39  amenities                                     2983 non-null   object 
 40  price                                         2983 non-null   float64
 41  minimum_nights                                2983 non-null   int64  
 42  maximum_nights                                2983 non-null   int64  
 43  minimum_minimum_nights                        2983 non-null   float64
 44  maximum_minimum_nights                        2983 non-null   float64
 45  minimum_maximum_nights                        2983 non-null   float64
 46  maximum_maximum_nights                        2983 non-null   float64
 47  minimum_nights_avg_ntm                        2983 non-null   float64
 48  maximum_nights_avg_ntm                        2983 non-null   float64
 49  calendar_updated                              0 non-null      float64
 50  has_availability                              2950 non-null   object 
 51  availability_30                               2983 non-null   int64  
 52  availability_60                               2983 non-null   int64  
 53  availability_90                               2983 non-null   int64  
 54  availability_365                              2983 non-null   int64  
 55  calendar_last_scraped                         2983 non-null   object 
 56  number_of_reviews                             2983 non-null   int64  
 57  number_of_reviews_ltm                         2983 non-null   int64  
 58  number_of_reviews_l30d                        2983 non-null   int64  
 59  first_review                                  2214 non-null   object 
 60  last_review                                   2214 non-null   object 
 61  review_scores_rating                          2214 non-null   float64
 62  review_scores_accuracy                        2213 non-null   float64
 63  review_scores_cleanliness                     2213 non-null   float64
 64  review_scores_checkin                         2213 non-null   float64
 65  review_scores_communication                   2213 non-null   float64
 66  review_scores_location                        2212 non-null   float64
 67  review_scores_value                           2213 non-null   float64
 68  license                                       869 non-null    object 
 69  instant_bookable                              2983 non-null   object 
 70  calculated_host_listings_count                2983 non-null   int64  
 71  calculated_host_listings_count_entire_homes   2983 non-null   int64  
 72  calculated_host_listings_count_private_rooms  2983 non-null   int64  
 73  calculated_host_listings_count_shared_rooms   2983 non-null   int64  
 74  reviews_per_month                             2214 non-null   float64
 75  days_booked                                   2983 non-null   int64  
dtypes: float64(25), int64(18), object(33)
memory usage: 1.8+ MB
In [12]:
train.isnull().sum()
Out[12]:
id                                                 0
listing_url                                        0
scrape_id                                          0
last_scraped                                       0
source                                             0
name                                               0
description                                       75
neighborhood_overview                           1530
picture_url                                        0
host_id                                            0
host_url                                           0
host_name                                          0
host_since                                         0
host_location                                    743
host_about                                      1405
host_response_time                               341
host_response_rate                               341
host_acceptance_rate                             330
host_is_superhost                                 86
host_thumbnail_url                                 0
host_picture_url                                   0
host_neighbourhood                               656
host_listings_count                                0
host_total_listings_count                          0
host_verifications                                 0
host_has_profile_pic                               0
host_identity_verified                             0
neighbourhood                                   1530
neighbourhood_cleansed                             0
neighbourhood_group_cleansed                       0
latitude                                           0
longitude                                          0
property_type                                      0
room_type                                          0
accommodates                                       0
bathrooms                                          1
bathrooms_text                                     1
bedrooms                                           7
beds                                              11
amenities                                          0
price                                              0
minimum_nights                                     0
maximum_nights                                     0
minimum_minimum_nights                             0
maximum_minimum_nights                             0
minimum_maximum_nights                             0
maximum_maximum_nights                             0
minimum_nights_avg_ntm                             0
maximum_nights_avg_ntm                             0
calendar_updated                                2983
has_availability                                  33
availability_30                                    0
availability_60                                    0
availability_90                                    0
availability_365                                   0
calendar_last_scraped                              0
number_of_reviews                                  0
number_of_reviews_ltm                              0
number_of_reviews_l30d                             0
first_review                                     769
last_review                                      769
review_scores_rating                             769
review_scores_accuracy                           770
review_scores_cleanliness                        770
review_scores_checkin                            770
review_scores_communication                      770
review_scores_location                           771
review_scores_value                              770
license                                         2114
instant_bookable                                   0
calculated_host_listings_count                     0
calculated_host_listings_count_entire_homes        0
calculated_host_listings_count_private_rooms       0
calculated_host_listings_count_shared_rooms        0
reviews_per_month                                769
days_booked                                        0
dtype: int64
In [13]:
train.nunique()
Out[13]:
id                                              2983
listing_url                                     2983
scrape_id                                          1
last_scraped                                       3
source                                             1
name                                            2969
description                                     2701
neighborhood_overview                           1375
picture_url                                     2973
host_id                                         2336
host_url                                        2336
host_name                                       1577
host_since                                      1794
host_location                                    202
host_about                                      1215
host_response_time                                 4
host_response_rate                                47
host_acceptance_rate                              81
host_is_superhost                                  2
host_thumbnail_url                              2247
host_picture_url                                2247
host_neighbourhood                               332
host_listings_count                              103
host_total_listings_count                        137
host_verifications                                 5
host_has_profile_pic                               2
host_identity_verified                             2
neighbourhood                                      1
neighbourhood_cleansed                           225
neighbourhood_group_cleansed                       3
latitude                                        2917
longitude                                       2926
property_type                                     56
room_type                                          4
accommodates                                      16
bathrooms                                         23
bathrooms_text                                    35
bedrooms                                          15
beds                                              18
amenities                                       2886
price                                            609
minimum_nights                                    32
maximum_nights                                   101
minimum_minimum_nights                            33
maximum_minimum_nights                            37
minimum_maximum_nights                            92
maximum_maximum_nights                            90
minimum_nights_avg_ntm                           130
maximum_nights_avg_ntm                           150
calendar_updated                                   0
has_availability                                   1
availability_30                                   31
availability_60                                   61
availability_90                                   91
availability_365                                 354
calendar_last_scraped                              3
number_of_reviews                                290
number_of_reviews_ltm                             96
number_of_reviews_l30d                            15
first_review                                    1385
last_review                                      586
review_scores_rating                             101
review_scores_accuracy                            93
review_scores_cleanliness                        108
review_scores_checkin                             82
review_scores_communication                       87
review_scores_location                           101
review_scores_value                              110
license                                          634
instant_bookable                                   2
calculated_host_listings_count                    75
calculated_host_listings_count_entire_homes       69
calculated_host_listings_count_private_rooms      36
calculated_host_listings_count_shared_rooms       18
reviews_per_month                                533
days_booked                                       31
dtype: int64

02. Numercial Features¶

A) Drop useless numerical features¶

Some numerical features contains useless information for prediction, such as id, columns with only 0 or 1 feature (calendar_updated), or the target column (days_booked). We need to drop these columns in the training set.

In [14]:
num = train.select_dtypes(include=['float64', 'int64']).drop(columns=['id', 'host_id', 'scrape_id', 'calendar_updated', 'days_booked'])

B) Plot histograms for numerical features¶

In [15]:
num_features = num.columns
n_features = len(num_features)

# Calculate number of rows and columns needed
n_cols = 5
n_rows = (n_features // n_cols) + (n_features % n_cols > 0)  

# Plot histograms for numerical features
plt.figure(figsize=(20, n_rows * 4))
for i, column in enumerate(num_features, 1):
    plt.subplot(n_rows, n_cols, i)  
    plt.hist(num[column], bins=30, color='skyblue', edgecolor='black')
    plt.title(column)
    plt.xlabel('Value')
    plt.ylabel('Frequency')

plt.tight_layout()
plt.show()
No description has been provided for this image

C) Plot scatter plots for numerical features against 'days_booked'¶

In [16]:
# Plot scatter plots for numerical features against 'days_booked'

plt.figure(figsize=(20, n_rows * 4))  # Increase figure size for scatter plots
for i, column in enumerate(num_features, 1):
    plt.subplot(n_rows, n_cols, i)  # Create subplots for scatter plots
    plt.scatter(num[column], train['days_booked'], alpha=0.5)
    
    # Calculate linear regression line with error handling
    try:
        m, b = np.polyfit(num[column], train['days_booked'], 1)  # m is slope, b is intercept
        plt.plot(num[column], m * num[column] + b, color='red', linewidth=2)  # Plot the line
    except np.linalg.LinAlgError:
        print(f"Linear regression could not be computed for {column}. Skipping this feature.")
    
    plt.title(f'{column}')
    plt.xlabel(column)
    plt.ylabel('Days Booked')

plt.tight_layout()
plt.show()

Linear regression could not be computed for host_response_rate. Skipping this feature. ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value

Linear regression could not be computed for host_acceptance_rate. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for bathrooms. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for bedrooms. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for beds. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_rating. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_accuracy. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_cleanliness. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_checkin. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_communication. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_location. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for review_scores_value. Skipping this feature.
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
Linear regression could not be computed for reviews_per_month. Skipping this feature. ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
 ** On entry to DLASCL parameter number  5 had an illegal value
 ** On entry to DLASCL parameter number  4 had an illegal value
No description has been provided for this image

D) Transformations¶

Upon analyzing the histograms of the numercial features, we notice some features need special transformation:

  1. beds, bedrooms and bathrooms only have a few values. We can treat them as discrete in later transformation
In [17]:
discrete = ['beds', 'bedrooms', 'bathrooms']
  1. Some features (mainly maximum and minimum nights features) exhibit unusual patterns, such as clustering and outliers. Based on common sense, we can clamp them to 30 and 365 days in later transformation.
In [18]:
clamp_min = ["minimum_nights",
                "minimum_nights_avg_ntm",
                "minimum_minimum_nights",
                "maximum_minimum_nights"]

clamp_max = ["maximum_nights",
                "maximum_nights_avg_ntm",
                "minimum_maximum_nights",
                "maximum_maximum_nights"]
  1. price, reviews and listings count features have long tails to the right (left skewed). We will do log transformation on them to compress the range of the data, making the distribution more symmetric and closer to a normal distribution.
In [19]:
log = [
    "price",
    "number_of_reviews",
    "number_of_reviews_ltm",
    "calculated_host_listings_count",
    "host_listings_count",
    "host_total_listings_count",
    "calculated_host_listings_count_entire_homes"
]

For the rest of numerical features, we need to standardize them to have a mean of 0 and a SD of 1, and deal with missing values.

03. Categorical Features¶

A) Hand-pick useful and relevant cat features¶

property_type, room_type, neighbourhood_cleansed, instant_bookable, host_is_superhost, host_identity_verified, host_has_profile_pic, host_response_time, host_verifications are picked since they contain more than 1 values, are not textual, and are not too complicated to deal with (not like amenities)

In [20]:
cat = [
    "neighbourhood_cleansed",
    "room_type",
    "property_type",
    "instant_bookable",
    "host_is_superhost",
    "host_identity_verified",
    "host_has_profile_pic",
    "host_response_time",
    "host_verifications"
]

B) Tag informative missing values¶

The missing values for features like neighborhood_overview, last_review, and host_about can be informative. For instance, listings with no recent reviews may be perceived as less trustworthy or less popular, which could affect their booking performance.

In [21]:
missing_indicator = ["neighborhood_overview", "last_review", "host_about"]

6. Preprocessing and Transformations¶

We assemble the analysis and necessary transformations discussed in the EDA together, to form a basic transformation pipeline.

In [22]:
# Step 1: Define the numerical transformer
num_transformer = Pipeline(steps=[
    ('impute', SimpleImputer(strategy='constant', fill_value=0)),  
    ('scale', StandardScaler())  
])

# Step 2: Define the discrete transformer
discrete_transformer = Pipeline(steps=[
    ('impute', SimpleImputer(strategy='mean')),  
    ('binner', KBinsDiscretizer(n_bins=5, encode='onehot'))  
])

# Step 3: Define the clamp transformer
clamp_min_transformer = Pipeline(steps=[
    ('clamp_min', FunctionTransformer(lambda x: np.clip(x, 0, 30), validate=False)),  # Clamp within 30 days
])

clamp_max_transformer = Pipeline(steps=[
    ('clamp_max', FunctionTransformer(lambda x: np.clip(x, 0, 365), validate=False))  # Clamp within 365 days
])

# Step 4: Define the log transformer
log_transformer =  Pipeline(steps=[
                ("log", FunctionTransformer(np.log1p)),
                ("standardize", StandardScaler())
])

# Step 5: Define the categorical transformer
cat_transformer = Pipeline(steps=[
    ('impute', SimpleImputer(strategy='constant', fill_value='missing')),  # Fill missing values
    ('onehot', OneHotEncoder(handle_unknown='ignore', drop='first', min_frequency=10))  # One-hot encode
])

# Step 6: Define the missing indicator transformer
missing_indicator_transformer = Pipeline(steps=[
    ('indicator', FunctionTransformer(lambda x: x.notnull(), validate=False))  # Create missing indicators
])

# Step 7: Combine all transformers into a single ColumnTransformer
transformation_1 = ColumnTransformer(
    transformers=[
        ('num', num_transformer, list(set(num) - set(clamp_min) - set(clamp_max))),
        ('discrete', discrete_transformer, discrete),
        ('clamp_min_nights', clamp_min_transformer, clamp_min),
        ('clamp_max_nights', clamp_max_transformer, clamp_max),
        ('log', log_transformer, log),
        ('cat', cat_transformer, cat),
        ('missing_indicator', missing_indicator_transformer, missing_indicator)  # Add missing indicators
    ]
)
In [22]:
# check out number of features after transformation
print(transformation_1.fit_transform(train).shape)

(2983, 182)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(

7. Define Functions for Comparing Results¶

Define functions to save and compare results.

In [23]:
datasets = {"train": train, "test": test}

01. Save and compare R² scores for the models on the provided datasets.¶

In [24]:
def save_r2(model, datasets, results, model_name):
    """
    model : scikit-learn model
        The model to evaluate.
    datasets : dict
        A dictionary containing the datasets (train and test).
    results : dict
        A dictionary to store the R² scores for each model.
    model_name : str
        The name of the model to use as a key in the results dictionary.
    """
    r2_scores = {}
    for name, data in datasets.items():
        r2_score = model.score(data.drop("days_booked", axis=1), data["days_booked"])
        r2_scores[name] = r2_score

    # Store the R² scores in the results dictionary
    results[model_name] = r2_scores

02. Save and compare cross-validation results for different models.¶

In [25]:
def save_cv(cv, cv_results, model_name):
    """
    cv : GridSearchCV object
        The fitted GridSearchCV object containing cross-validation results.
    cv_results : dict
        A dictionary to store the mean test score, standard deviation of the test score, and parameters.
    model_name : str
        The name of the model to use as a key in the cv_results dictionary.
    """
    cvdf = pd.DataFrame(cv.cv_results_)
    best = cvdf.loc[cvdf.mean_test_score.argmax(), ["mean_test_score", "std_test_score", "params"]]
    best["std_test_score"] = best["std_test_score"] / np.sqrt(cv.n_splits_)
    
    # Save the results to the cv_results dictionary
    cv_results[model_name] = {
        "mean_test_score": best["mean_test_score"],
        "std_test_score": best["std_test_score"],
        "params": best["params"]
    }

Initialize empty dictionaries to store model results and cross-validation results.

In [26]:
results = {}  

cv_results = {}

8. Baseline Model¶

Start with building a baseline linear model and save the results.

In [28]:
linreg = Pipeline(
    [
        ("trans", transformation_1),
        ("linear_reg", LinearRegression()),
    ]
)

linreg.fit(X_train, y_train)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
Out[28]:
Pipeline(steps=[('trans',
                 ColumnTransformer(transformers=[('num',
                                                  Pipeline(steps=[('impute',
                                                                   SimpleImputer(fill_value=0,
                                                                                 strategy='constant')),
                                                                  ('scale',
                                                                   StandardScaler())]),
                                                  ['review_scores_communication',
                                                   'host_total_listings_count',
                                                   'bedrooms',
                                                   'review_scores_location',
                                                   'longitude',
                                                   'availability_365',
                                                   'review_scores_rating',
                                                   'beds', 'host_response_rate',
                                                   'revi...
                                                   'room_type', 'property_type',
                                                   'instant_bookable',
                                                   'host_is_superhost',
                                                   'host_identity_verified',
                                                   'host_has_profile_pic',
                                                   'host_response_time',
                                                   'host_verifications']),
                                                 ('missing_indicator',
                                                  Pipeline(steps=[('indicator',
                                                                   FunctionTransformer(func=<function <lambda> at 0x28d2f2520>))]),
                                                  ['neighborhood_overview',
                                                   'last_review',
                                                   'host_about'])])),
                ('linear_reg', LinearRegression())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
Pipeline(steps=[('trans',
                 ColumnTransformer(transformers=[('num',
                                                  Pipeline(steps=[('impute',
                                                                   SimpleImputer(fill_value=0,
                                                                                 strategy='constant')),
                                                                  ('scale',
                                                                   StandardScaler())]),
                                                  ['review_scores_communication',
                                                   'host_total_listings_count',
                                                   'bedrooms',
                                                   'review_scores_location',
                                                   'longitude',
                                                   'availability_365',
                                                   'review_scores_rating',
                                                   'beds', 'host_response_rate',
                                                   'revi...
                                                   'room_type', 'property_type',
                                                   'instant_bookable',
                                                   'host_is_superhost',
                                                   'host_identity_verified',
                                                   'host_has_profile_pic',
                                                   'host_response_time',
                                                   'host_verifications']),
                                                 ('missing_indicator',
                                                  Pipeline(steps=[('indicator',
                                                                   FunctionTransformer(func=<function <lambda> at 0x28d2f2520>))]),
                                                  ['neighborhood_overview',
                                                   'last_review',
                                                   'host_about'])])),
                ('linear_reg', LinearRegression())])
ColumnTransformer(transformers=[('num',
                                 Pipeline(steps=[('impute',
                                                  SimpleImputer(fill_value=0,
                                                                strategy='constant')),
                                                 ('scale', StandardScaler())]),
                                 ['review_scores_communication',
                                  'host_total_listings_count', 'bedrooms',
                                  'review_scores_location', 'longitude',
                                  'availability_365', 'review_scores_rating',
                                  'beds', 'host_response_rate',
                                  'review_scores_accuracy', 'revi...
                                 ['neighbourhood_cleansed', 'room_type',
                                  'property_type', 'instant_bookable',
                                  'host_is_superhost', 'host_identity_verified',
                                  'host_has_profile_pic', 'host_response_time',
                                  'host_verifications']),
                                ('missing_indicator',
                                 Pipeline(steps=[('indicator',
                                                  FunctionTransformer(func=<function <lambda> at 0x28d2f2520>))]),
                                 ['neighborhood_overview', 'last_review',
                                  'host_about'])])
['review_scores_communication', 'host_total_listings_count', 'bedrooms', 'review_scores_location', 'longitude', 'availability_365', 'review_scores_rating', 'beds', 'host_response_rate', 'review_scores_accuracy', 'reviews_per_month', 'availability_60', 'bathrooms', 'host_listings_count', 'number_of_reviews', 'price', 'latitude', 'review_scores_cleanliness', 'calculated_host_listings_count_shared_rooms', 'host_acceptance_rate', 'availability_30', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'number_of_reviews_l30d', 'accommodates', 'review_scores_value', 'review_scores_checkin', 'calculated_host_listings_count_private_rooms', 'calculated_host_listings_count_entire_homes', 'availability_90']
SimpleImputer(fill_value=0, strategy='constant')
StandardScaler()
['beds', 'bedrooms', 'bathrooms']
SimpleImputer()
KBinsDiscretizer()
['minimum_nights', 'minimum_nights_avg_ntm', 'minimum_minimum_nights', 'maximum_minimum_nights']
FunctionTransformer(func=<function <lambda> at 0x28d2bba60>)
['maximum_nights', 'maximum_nights_avg_ntm', 'minimum_maximum_nights', 'maximum_maximum_nights']
FunctionTransformer(func=<function <lambda> at 0x28d2bb240>)
['price', 'number_of_reviews', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'host_listings_count', 'host_total_listings_count', 'calculated_host_listings_count_entire_homes']
FunctionTransformer(func=<ufunc 'log1p'>)
StandardScaler()
['neighbourhood_cleansed', 'room_type', 'property_type', 'instant_bookable', 'host_is_superhost', 'host_identity_verified', 'host_has_profile_pic', 'host_response_time', 'host_verifications']
SimpleImputer(fill_value='missing', strategy='constant')
OneHotEncoder(drop='first', handle_unknown='ignore', min_frequency=10)
['neighborhood_overview', 'last_review', 'host_about']
FunctionTransformer(func=<function <lambda> at 0x28d2f2520>)
LinearRegression()
In [29]:
save_r2(linreg, datasets, results, "linear_reg")

pd.DataFrame(results)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
Out[29]:
linear_reg
train 0.284392
test 0.181947

There is a big gap (~10%) between train and test r2, which indicates overfitting. We can try to improve the model by regularizing it.

9. Ridge Regularization and Hyperparament Tuning¶

In [36]:
# Define the pipeline with Ridge regression
ridge_pipe = Pipeline(
    [
        ("trans", transformation_1),
        ("ridge", Ridge()),  
    ]
)

# Define the parameter grid for alpha (regularization strength)
param_grid = {
    "ridge__alpha": np.logspace(-4, 4, 30) 
}

# Set up GridSearchCV
ridge = GridSearchCV(
    ridge_pipe,
    param_grid,
    cv=20,  # set folds to maximum to reduce variance
    scoring='r2',  
    n_jobs=-1  
)

# Fit the model
ridge.fit(X_train, y_train)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
Out[36]:
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_value',
                                                                          'review_scores_cleanliness',
                                                                          'host_listings_count',
                                                                          'beds',
                                                                          'calculated_host_listings_count',
                                                                          'accommodates',
                                                                          'availability_30',
                                                                          'calcul...
       1.26896100e-03, 2.39502662e-03, 4.52035366e-03, 8.53167852e-03,
       1.61026203e-02, 3.03919538e-02, 5.73615251e-02, 1.08263673e-01,
       2.04335972e-01, 3.85662042e-01, 7.27895384e-01, 1.37382380e+00,
       2.59294380e+00, 4.89390092e+00, 9.23670857e+00, 1.74332882e+01,
       3.29034456e+01, 6.21016942e+01, 1.17210230e+02, 2.21221629e+02,
       4.17531894e+02, 7.88046282e+02, 1.48735211e+03, 2.80721620e+03,
       5.29831691e+03, 1.00000000e+04])},
             scoring='r2')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_value',
                                                                          'review_scores_cleanliness',
                                                                          'host_listings_count',
                                                                          'beds',
                                                                          'calculated_host_listings_count',
                                                                          'accommodates',
                                                                          'availability_30',
                                                                          'calcul...
       1.26896100e-03, 2.39502662e-03, 4.52035366e-03, 8.53167852e-03,
       1.61026203e-02, 3.03919538e-02, 5.73615251e-02, 1.08263673e-01,
       2.04335972e-01, 3.85662042e-01, 7.27895384e-01, 1.37382380e+00,
       2.59294380e+00, 4.89390092e+00, 9.23670857e+00, 1.74332882e+01,
       3.29034456e+01, 6.21016942e+01, 1.17210230e+02, 2.21221629e+02,
       4.17531894e+02, 7.88046282e+02, 1.48735211e+03, 2.80721620e+03,
       5.29831691e+03, 1.00000000e+04])},
             scoring='r2')
Pipeline(steps=[('trans',
                 ColumnTransformer(transformers=[('num',
                                                  Pipeline(steps=[('impute',
                                                                   SimpleImputer(fill_value=0,
                                                                                 strategy='constant')),
                                                                  ('scale',
                                                                   StandardScaler())]),
                                                  ['review_scores_value',
                                                   'review_scores_cleanliness',
                                                   'host_listings_count',
                                                   'beds',
                                                   'calculated_host_listings_count',
                                                   'accommodates',
                                                   'availability_30',
                                                   'calculated_host_listings_count_enti...
                                                   'room_type', 'property_type',
                                                   'instant_bookable',
                                                   'host_is_superhost',
                                                   'host_identity_verified',
                                                   'host_has_profile_pic',
                                                   'host_response_time',
                                                   'host_verifications']),
                                                 ('missing_indicator',
                                                  Pipeline(steps=[('indicator',
                                                                   FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>))]),
                                                  ['neighborhood_overview',
                                                   'last_review',
                                                   'host_about'])])),
                ('ridge', Ridge(alpha=417.53189365604004))])
ColumnTransformer(transformers=[('num',
                                 Pipeline(steps=[('impute',
                                                  SimpleImputer(fill_value=0,
                                                                strategy='constant')),
                                                 ('scale', StandardScaler())]),
                                 ['review_scores_value',
                                  'review_scores_cleanliness',
                                  'host_listings_count', 'beds',
                                  'calculated_host_listings_count',
                                  'accommodates', 'availability_30',
                                  'calculated_host_listings_count_entire_homes',
                                  'calculated_hos...
                                 ['neighbourhood_cleansed', 'room_type',
                                  'property_type', 'instant_bookable',
                                  'host_is_superhost', 'host_identity_verified',
                                  'host_has_profile_pic', 'host_response_time',
                                  'host_verifications']),
                                ('missing_indicator',
                                 Pipeline(steps=[('indicator',
                                                  FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>))]),
                                 ['neighborhood_overview', 'last_review',
                                  'host_about'])])
['review_scores_value', 'review_scores_cleanliness', 'host_listings_count', 'beds', 'calculated_host_listings_count', 'accommodates', 'availability_30', 'calculated_host_listings_count_entire_homes', 'calculated_host_listings_count_private_rooms', 'reviews_per_month', 'number_of_reviews_l30d', 'review_scores_communication', 'review_scores_accuracy', 'availability_365', 'review_scores_rating', 'number_of_reviews', 'review_scores_location', 'bathrooms', 'longitude', 'availability_90', 'price', 'latitude', 'host_response_rate', 'calculated_host_listings_count_shared_rooms', 'availability_60', 'host_acceptance_rate', 'host_total_listings_count', 'number_of_reviews_ltm', 'review_scores_checkin', 'bedrooms']
SimpleImputer(fill_value=0, strategy='constant')
StandardScaler()
['beds', 'bedrooms', 'bathrooms']
SimpleImputer()
KBinsDiscretizer()
['minimum_nights', 'minimum_nights_avg_ntm', 'minimum_minimum_nights', 'maximum_minimum_nights']
FunctionTransformer(func=<function <lambda> at 0x291282c00>)
['maximum_nights', 'maximum_nights_avg_ntm', 'minimum_maximum_nights', 'maximum_maximum_nights']
FunctionTransformer(func=<function <lambda> at 0x291283ba0>)
['price', 'number_of_reviews', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'host_listings_count', 'host_total_listings_count', 'calculated_host_listings_count_entire_homes']
FunctionTransformer(func=<ufunc 'log1p'>)
StandardScaler()
['neighbourhood_cleansed', 'room_type', 'property_type', 'instant_bookable', 'host_is_superhost', 'host_identity_verified', 'host_has_profile_pic', 'host_response_time', 'host_verifications']
SimpleImputer(fill_value='missing', strategy='constant')
OneHotEncoder(drop='first', handle_unknown='ignore', min_frequency=10)
['neighborhood_overview', 'last_review', 'host_about']
FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>)
Ridge(alpha=417.53189365604004)
In [31]:
save_r2(ridge, datasets, results, "ridge")
pd.DataFrame(results)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
Out[31]:
linear_reg ridge
train 0.284392 0.246037
test 0.181947 0.223522
In [32]:
save_cv(ridge, cv_results, "ridge")
pd.DataFrame(cv_results)
Out[32]:
ridge
mean_test_score 0.216175
std_test_score 0.010494
params {'ridge__alpha': 417.53189365604004}

By comparing the ridge and linear model, we can see that ridge regularization reduces the gap between train and test r2, and improves the performance on the test set.

10. Elastic Net and Hyperparament Tuning¶

Try elastic net regularization to see if it can improve the model performance. Elastic net combines the advantages of ridge and lasso regularization, has more flexibility to select important features, and has more parameters to tune.

In [33]:
# Define the pipeline with Elastic Net regression
elastic_net_pipe = Pipeline(
    [
        ("trans", transformation_1),
        ("elastic_net", ElasticNet()),  
    ]
)

# Define the parameter grid for alpha (regularization strength) and l1_ratio
param_grid = {
    "elastic_net__alpha": np.logspace(-4, 4, 30),  # Regularization strength
    "elastic_net__l1_ratio": np.linspace(0, 1, 10)  # Mix ratio between L1 and L2
}

# Set up GridSearchCV
elastic_net = GridSearchCV(
    elastic_net_pipe,
    param_grid,
    cv=20,  
    scoring='r2',  
    n_jobs=-1  
)

# Fit the model
elastic_net.fit(X_train, y_train)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.235e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.243e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.235e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.231e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.225e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.217e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.232e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.228e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.243e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.235e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.235e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.231e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.212e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.283e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.283e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.263e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.264e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.260e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.243e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.254e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.243e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.257e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.228e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.224e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.224e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.231e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.236e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.226e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.218e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.232e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.225e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.228e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.243e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.218e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.220e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.225e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.232e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.209e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.222e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.197e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.220e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.203e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.228e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.219e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.220e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.236e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.212e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.218e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.226e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.232e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.186e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.193e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.212e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.210e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.204e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.231e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.215e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.206e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.204e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.220e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.194e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.236e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.208e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.176e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.203e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.219e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.206e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.204e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.215e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.196e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.212e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.225e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.209e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.200e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.197e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.205e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.215e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.204e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.166e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.196e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.173e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.216e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.196e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.209e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.192e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.220e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.205e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.195e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.191e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.200e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.210e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.183e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.155e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.219e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.162e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.271e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.283e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.270e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.285e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.279e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.279e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.286e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.268e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.272e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.234e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.238e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.246e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.235e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.244e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.231e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.258e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.250e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.242e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.236e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.210e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.226e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.226e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.210e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.208e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.241e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.209e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.202e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.214e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.232e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.199e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.235e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.207e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.228e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.212e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.202e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.208e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.205e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.198e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.186e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.222e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.204e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.185e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.171e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.190e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.175e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.214e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.215e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.185e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.210e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.150e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.169e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.196e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.186e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.165e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.177e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.161e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.206e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.175e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.164e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.148e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.170e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.153e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.197e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.168e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.198e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.121e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.166e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.139e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.170e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.151e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.173e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.152e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.159e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.165e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.174e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.191e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.147e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.126e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.153e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.135e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.154e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.101e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.148e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.110e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.175e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.155e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.140e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.157e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.143e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.139e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.159e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.161e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.179e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.136e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.109e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.134e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.179e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.117e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.175e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.143e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.070e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.180e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.134e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.084e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.168e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.142e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.132e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.145e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.126e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.134e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.156e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.168e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.154e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.095e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.121e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.127e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.170e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.108e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.169e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.134e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.174e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.048e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.119e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.059e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.165e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.131e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.126e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.137e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.125e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.115e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.154e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.156e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.142e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.113e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.084e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.162e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.116e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.097e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.166e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.128e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.030e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.170e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.104e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.028e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.162e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.121e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.122e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.131e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.119e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.100e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.153e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.151e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.076e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.140e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.104e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.107e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.156e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.094e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.165e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.122e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.167e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.088e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.009e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.764e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.287e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.282e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.286e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.285e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.290e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.284e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.284e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.279e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.291e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.273e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.279e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.193e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.112e+05, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.140e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.169e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.148e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.082e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.204e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.132e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.083e+05, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.035e+05, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.116e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.114e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.200e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.134e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.100e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.159e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.044e+05, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.102e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.141e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.132e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.114e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.991e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.029e+05, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.090e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.949e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.063e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.134e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.056e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.166e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.608e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.025e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.147e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.018e+05, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.005e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.003e+05, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.089e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.164e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.989e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.049e+05, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.091e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.053e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.589e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.728e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.027e+05, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.559e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.009e+05, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.078e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.013e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.560e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.397e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.731e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.110e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.460e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.364e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.499e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.051e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.323e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.608e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.832e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.066e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.001e+05, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.288e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.540e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.405e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.446e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.786e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.034e+05, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.989e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.079e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.995e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.370e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.083e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.015e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.360e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.036e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.104e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.716e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.263e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.306e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.050e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.161e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.622e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.042e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.169e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.535e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.484e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.762e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.973e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.563e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.055e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.882e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.765e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.060e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.038e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.230e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.018e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.225e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.019e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.728e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.044e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.158e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.149e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.977e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.744e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.303e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.674e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.636e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.640e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.005e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.782e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.629e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.043e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.621e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.198e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.027e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.020e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.895e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.200e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.826e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.042e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.200e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.795e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.763e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.614e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.208e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.922e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.460e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.543e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.284e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.141e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.538e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.579e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.031e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.156e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.494e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.027e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.590e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.626e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.680e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.043e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.281e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.499e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.945e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.521e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.011e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.935e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.461e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.316e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.411e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.446e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.557e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.021e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.465e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.844e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.372e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.037e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.338e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.709e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.050e+05, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.942e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.354e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.187e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.965e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.567e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.765e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.027e+05, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.349e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.269e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.527e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.545e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.384e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.008e+05, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.013e+05, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.625e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.412e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.550e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.053e+05, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.818e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.892e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.288e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.294e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.292e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.292e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.296e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.284e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.290e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.291e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.287e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.282e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.297e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.279e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.283e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.287e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.287e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.286e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.779e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.237e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.458e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.261e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.544e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.438e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.317e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.354e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.072e+05, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.977e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.585e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.553e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.301e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.155e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.706e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.929e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.521e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.841e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.018e+05, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.447e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.117e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.906e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.652e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.508e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.915e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.352e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.686e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.752e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.798e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.474e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.704e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.433e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.882e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.455e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.184e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.260e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.091e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.568e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.791e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.669e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.635e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.524e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.096e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.026e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.331e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.626e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.285e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.080e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.443e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.074e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.999e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.033e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.260e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.300e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.051e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.432e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.803e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.809e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.603e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.406e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.137e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.963e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.886e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.108e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.882e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.769e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.954e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.676e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.093e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.862e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.404e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.399e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.990e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.377e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.547e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.081e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.746e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.683e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.689e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.966e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.640e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.952e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.246e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.831e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.588e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.754e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.401e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.368e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.828e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.781e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.175e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.403e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.037e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.550e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.439e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.567e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.149e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.940e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.888e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.834e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.139e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.893e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.073e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.101e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.346e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.462e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.750e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.582e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.597e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.531e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.560e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.667e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.656e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.534e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.915e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.560e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.715e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.159e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.250e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.761e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.425e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.425e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.308e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.301e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.051e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.886e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.266e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.521e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.525e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.558e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.693e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.488e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.426e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.532e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.874e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.057e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.702e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.995e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.279e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.666e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.613e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.788e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.163e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.976e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.233e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.703e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.091e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.237e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.739e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.006e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.016e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.241e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.140e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.564e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.106e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.312e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.843e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.941e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.298e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.288e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.823e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.634e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.462e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.100e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.199e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.022e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.435e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.277e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.448e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.594e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.215e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.997e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.897e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.705e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.723e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.857e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.612e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.520e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.489e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.303e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.297e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.290e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.301e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.301e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.290e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.289e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.305e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.293e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.290e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.298e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.296e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.300e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.291e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.306e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.288e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.296e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.297e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.291e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.295e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.657e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.212e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.389e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.560e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.134e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.251e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.513e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.211e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.480e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.034e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.027e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.502e+04, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.363e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.567e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.455e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.398e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.480e+04, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.379e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.235e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.579e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.680e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.272e+04, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.571e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.957e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.071e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.199e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.503e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.442e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.315e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.595e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.079e+03, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.455e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.368e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.322e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.339e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.365e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.955e+03, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.490e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.238e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.887e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.179e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.703e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.854e+03, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.233e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.416e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.476e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.760e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.678e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.287e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.605e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.517e+02, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.466e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.935e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+04, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.166e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.207e+03, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.333e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.533e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.765e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.933e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.925e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.575e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.183e+03, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.437e+02, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.214e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.142e+04, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.899e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.230e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.364e+04, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.444e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.534e+02, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.487e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.583e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.211e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.404e+04, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.195e+03, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.128e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.469e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.174e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.772e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.751e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.864e+02, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.076e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.694e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.769e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.422e+03, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.307e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.106e+03, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.234e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.892e+02, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.318e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.333e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.089e+03, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.528e+02, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.321e+03, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.522e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.225e+03, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.372e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.760e+02, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.973e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.596e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.309e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.081e+03, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.685e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.080e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.908e+03, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.072e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.807e+01, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.811e+02, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.947e+03, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.380e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.852e+02, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.329e+03, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.740e+03, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.021e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.696e+03, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.203e+02, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.948e+03, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.370e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.360e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.491e+03, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.102e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.255e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.956e+03, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.692e+03, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.855e+01, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.514e+01, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.802e+03, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.249e+01, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.169e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.432e+02, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.143e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.811e+03, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.333e+03, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.641e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.601e+03, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.785e+03, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.680e+02, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.339e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.328e+03, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.771e+03, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.700e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.220e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.358e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.099e+03, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.914e+01, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.829e+03, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.518e+01, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.715e+03, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.731e+01, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.475e+02, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.772e+03, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.388e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.513e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.570e+03, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.707e+03, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.348e+02, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.946e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.031e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.360e+03, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.770e+02, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.535e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.105e+02, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.330e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.902e+01, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.922e+02, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.347e+02, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.267e+03, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.840e+03, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.259e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.289e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.307e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.300e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.313e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.311e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.300e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.312e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.300e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.315e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.303e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.301e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.311e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.302e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.317e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.298e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.307e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.301e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.306e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.861e+04, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.813e+04, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.819e+03, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.385e+04, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.129e+04, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.536e+04, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.114e+03, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.572e+04, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.700e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.928e+04, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.306e+02, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+04, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.214e+03, tolerance: 3.542e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.102e+04, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.137e+03, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.891e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.379e+02, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.269e+04, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.208e+04, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.638e+04, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.431e+03, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.877e+02, tolerance: 3.540e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.634e+03, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.254e+03, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.315e+03, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.011e+03, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.835e+01, tolerance: 3.523e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.161e+03, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.866e+01, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.179e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.362e+03, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.866e+03, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.101e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.142e+02, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.928e+03, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.189e+01, tolerance: 3.551e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.041e+03, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.970e+03, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.418e+02, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.563e+03, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.116e+02, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.645e+03, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.164e+02, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.064e+01, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.762e+01, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.962e+01, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.253e+03, tolerance: 3.548e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.582e+03, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.721e+02, tolerance: 3.553e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+03, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.887e+01, tolerance: 3.525e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.540e+02, tolerance: 3.545e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.995e+02, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.333e+02, tolerance: 3.538e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.881e+02, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.078e+02, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.471e+02, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.004e+01, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.816e+02, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.543e+01, tolerance: 3.555e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.379e+02, tolerance: 3.536e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.862e+02, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.706e+01, tolerance: 3.572e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.155e+02, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.899e+03, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.018e+01, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.378e+01, tolerance: 3.552e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.977e+02, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.532e+01, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.313e+03, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.769e+02, tolerance: 3.532e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.677e+02, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.377e+01, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.272e+01, tolerance: 3.560e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.918e+01, tolerance: 3.546e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.317e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.324e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.312e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.323e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.322e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.310e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.310e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.326e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.313e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.312e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.319e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.322e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.314e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.320e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.328e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.318e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.312e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.319e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.317e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.605e+01, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.277e+01, tolerance: 3.527e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.921e+01, tolerance: 3.573e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.019e+01, tolerance: 3.565e+01
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.328e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.335e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.321e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.333e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.323e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.321e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.337e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.324e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.329e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.323e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.332e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.325e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.339e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.319e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.329e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.330e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.323e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.328e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.338e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.346e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.332e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.343e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.345e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.348e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.331e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.335e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.340e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.343e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.345e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.336e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.329e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.350e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.340e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.341e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.340e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.350e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.358e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.354e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.346e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.343e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.356e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.359e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.342e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.345e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.347e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.350e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.354e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.357e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.348e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.362e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.340e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.352e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.346e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.352e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.351e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.363e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.371e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.356e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.367e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.369e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.355e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.360e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.372e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.360e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.357e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.363e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.370e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.367e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.375e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.353e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.361e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.365e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.360e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.364e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.365e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.380e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.388e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.373e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.384e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.385e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.377e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.371e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.389e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.377e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.379e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.373e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.387e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.384e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.378e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.391e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.370e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.382e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.377e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.381e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.381e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.411e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.403e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.396e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.406e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.408e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.400e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.411e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.394e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.399e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.395e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.401e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.410e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.406e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.401e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.414e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.405e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.400e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.392e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.403e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.403e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.435e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.443e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.428e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.438e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.439e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.425e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.431e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.442e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.431e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.426e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.433e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.441e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.438e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.433e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.424e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.445e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.436e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.432e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.434e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.434e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.479e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.471e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.487e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.482e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.481e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.468e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.474e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.484e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.474e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.476e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.470e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.484e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.480e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.477e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.487e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.467e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.479e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.476e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.476e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.476e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.533e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.541e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.525e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.536e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.534e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.528e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.521e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.537e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.524e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.528e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.529e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.536e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.533e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.531e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.520e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.540e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.532e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.528e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.530e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.529e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.592e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.594e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.583e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.592e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.585e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.600e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.579e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.594e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.587e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.587e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.582e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.591e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.593e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.598e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.590e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.578e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.590e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.588e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.585e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.585e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.646e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.654e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.637e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.648e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.645e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.638e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.647e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.632e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.641e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.637e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.641e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.645e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.644e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.644e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.651e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.631e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.642e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.643e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.637e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.637e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.689e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.697e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.679e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.689e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.686e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.679e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.674e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.689e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.683e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.679e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.682e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.687e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.686e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.686e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.673e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.693e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.683e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.684e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.678e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.678e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.718e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.726e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.707e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.718e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.714e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.707e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.702e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.717e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.712e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.708e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.715e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.710e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.714e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.715e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.701e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.722e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.713e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.712e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.706e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.706e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.736e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.745e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.725e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.736e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.732e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.725e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.720e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.735e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.730e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.726e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.732e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.728e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.732e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.740e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.733e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.719e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.730e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.730e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.724e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.724e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.748e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.756e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.747e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.736e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.743e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.736e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.731e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.741e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.738e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.739e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.743e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.743e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.744e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.730e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.751e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.741e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.741e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.735e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.735e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.743e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.750e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.754e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.738e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.742e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.748e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.744e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.750e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.750e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.751e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.758e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.737e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.748e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.748e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.741e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.741e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.768e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.748e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.759e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.747e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.743e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.757e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.749e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.751e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.754e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.756e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.741e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.764e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.771e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.752e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.758e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.750e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.761e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.756e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.759e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.758e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.745e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.767e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.757e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.757e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.749e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.750e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.767e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.774e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.767e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.756e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.762e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.764e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.749e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.756e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.762e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.758e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.771e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.748e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.754e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.753e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.771e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.777e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.759e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.770e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.765e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.752e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.767e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.761e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.766e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.758e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.765e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.774e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.751e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.764e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.757e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.756e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.774e+05, tolerance: 3.565e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.780e+05, tolerance: 3.573e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.762e+05, tolerance: 3.540e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.773e+05, tolerance: 3.560e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.757e+05, tolerance: 3.527e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.768e+05, tolerance: 3.552e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.770e+05, tolerance: 3.555e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 3.523e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.766e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.761e+05, tolerance: 3.536e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.764e+05, tolerance: 3.542e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.767e+05, tolerance: 3.548e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.766e+05, tolerance: 3.546e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.769e+05, tolerance: 3.553e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.754e+05, tolerance: 3.525e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.777e+05, tolerance: 3.572e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.767e+05, tolerance: 3.551e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.765e+05, tolerance: 3.545e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.759e+05, tolerance: 3.532e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+05, tolerance: 3.538e+01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
  model = cd_fast.enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
Out[33]:
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_communication',
                                                                          'host_total_listings_count',
                                                                          'bedrooms',
                                                                          'review_scores_location',
                                                                          'longitude',
                                                                          'availability_365',
                                                                          'review_scores_rating',
                                                                          'bed...
       2.59294380e+00, 4.89390092e+00, 9.23670857e+00, 1.74332882e+01,
       3.29034456e+01, 6.21016942e+01, 1.17210230e+02, 2.21221629e+02,
       4.17531894e+02, 7.88046282e+02, 1.48735211e+03, 2.80721620e+03,
       5.29831691e+03, 1.00000000e+04]),
                         'elastic_net__l1_ratio': array([0.        , 0.11111111, 0.22222222, 0.33333333, 0.44444444,
       0.55555556, 0.66666667, 0.77777778, 0.88888889, 1.        ])},
             scoring='r2')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_communication',
                                                                          'host_total_listings_count',
                                                                          'bedrooms',
                                                                          'review_scores_location',
                                                                          'longitude',
                                                                          'availability_365',
                                                                          'review_scores_rating',
                                                                          'bed...
       2.59294380e+00, 4.89390092e+00, 9.23670857e+00, 1.74332882e+01,
       3.29034456e+01, 6.21016942e+01, 1.17210230e+02, 2.21221629e+02,
       4.17531894e+02, 7.88046282e+02, 1.48735211e+03, 2.80721620e+03,
       5.29831691e+03, 1.00000000e+04]),
                         'elastic_net__l1_ratio': array([0.        , 0.11111111, 0.22222222, 0.33333333, 0.44444444,
       0.55555556, 0.66666667, 0.77777778, 0.88888889, 1.        ])},
             scoring='r2')
Pipeline(steps=[('trans',
                 ColumnTransformer(transformers=[('num',
                                                  Pipeline(steps=[('impute',
                                                                   SimpleImputer(fill_value=0,
                                                                                 strategy='constant')),
                                                                  ('scale',
                                                                   StandardScaler())]),
                                                  ['review_scores_communication',
                                                   'host_total_listings_count',
                                                   'bedrooms',
                                                   'review_scores_location',
                                                   'longitude',
                                                   'availability_365',
                                                   'review_scores_rating',
                                                   'beds', 'host_response_rate',
                                                   'revi...
                                                   'host_is_superhost',
                                                   'host_identity_verified',
                                                   'host_has_profile_pic',
                                                   'host_response_time',
                                                   'host_verifications']),
                                                 ('missing_indicator',
                                                  Pipeline(steps=[('indicator',
                                                                   FunctionTransformer(func=<function <lambda> at 0x28d2f2520>))]),
                                                  ['neighborhood_overview',
                                                   'last_review',
                                                   'host_about'])])),
                ('elastic_net',
                 ElasticNet(alpha=0.1082636733874054,
                            l1_ratio=0.4444444444444444))])
ColumnTransformer(transformers=[('num',
                                 Pipeline(steps=[('impute',
                                                  SimpleImputer(fill_value=0,
                                                                strategy='constant')),
                                                 ('scale', StandardScaler())]),
                                 ['review_scores_communication',
                                  'host_total_listings_count', 'bedrooms',
                                  'review_scores_location', 'longitude',
                                  'availability_365', 'review_scores_rating',
                                  'beds', 'host_response_rate',
                                  'review_scores_accuracy', 'revi...
                                 ['neighbourhood_cleansed', 'room_type',
                                  'property_type', 'instant_bookable',
                                  'host_is_superhost', 'host_identity_verified',
                                  'host_has_profile_pic', 'host_response_time',
                                  'host_verifications']),
                                ('missing_indicator',
                                 Pipeline(steps=[('indicator',
                                                  FunctionTransformer(func=<function <lambda> at 0x28d2f2520>))]),
                                 ['neighborhood_overview', 'last_review',
                                  'host_about'])])
['review_scores_communication', 'host_total_listings_count', 'bedrooms', 'review_scores_location', 'longitude', 'availability_365', 'review_scores_rating', 'beds', 'host_response_rate', 'review_scores_accuracy', 'reviews_per_month', 'availability_60', 'bathrooms', 'host_listings_count', 'number_of_reviews', 'price', 'latitude', 'review_scores_cleanliness', 'calculated_host_listings_count_shared_rooms', 'host_acceptance_rate', 'availability_30', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'number_of_reviews_l30d', 'accommodates', 'review_scores_value', 'review_scores_checkin', 'calculated_host_listings_count_private_rooms', 'calculated_host_listings_count_entire_homes', 'availability_90']
SimpleImputer(fill_value=0, strategy='constant')
StandardScaler()
['beds', 'bedrooms', 'bathrooms']
SimpleImputer()
KBinsDiscretizer()
['minimum_nights', 'minimum_nights_avg_ntm', 'minimum_minimum_nights', 'maximum_minimum_nights']
FunctionTransformer(func=<function <lambda> at 0x28d2bba60>)
['maximum_nights', 'maximum_nights_avg_ntm', 'minimum_maximum_nights', 'maximum_maximum_nights']
FunctionTransformer(func=<function <lambda> at 0x28d2bb240>)
['price', 'number_of_reviews', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'host_listings_count', 'host_total_listings_count', 'calculated_host_listings_count_entire_homes']
FunctionTransformer(func=<ufunc 'log1p'>)
StandardScaler()
['neighbourhood_cleansed', 'room_type', 'property_type', 'instant_bookable', 'host_is_superhost', 'host_identity_verified', 'host_has_profile_pic', 'host_response_time', 'host_verifications']
SimpleImputer(fill_value='missing', strategy='constant')
OneHotEncoder(drop='first', handle_unknown='ignore', min_frequency=10)
['neighborhood_overview', 'last_review', 'host_about']
FunctionTransformer(func=<function <lambda> at 0x28d2f2520>)
ElasticNet(alpha=0.1082636733874054, l1_ratio=0.4444444444444444)
In [34]:
save_r2(elastic_net, datasets, results, "elastic_net")
pd.DataFrame(results)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
Out[34]:
linear_reg ridge elastic_net
train 0.284392 0.246037 0.241600
test 0.181947 0.223522 0.225277
In [35]:
save_cv(elastic_net, cv_results, "elastic_net")
pd.DataFrame(cv_results)
Out[35]:
ridge elastic_net
mean_test_score 0.216175 0.216902
std_test_score 0.010494 0.010908
params {'ridge__alpha': 417.53189365604004} {'elastic_net__alpha': 0.1082636733874054, 'el...

The Elastic Net model has a slightly better performance on the test set compared to Ridge, and it also has a smaller train test gap than Ridge. This suggests that Elastic Net may generalize better to unseen data than Ridge in this specific case.

This is because:

  • Ridge Regression applies L2 regularization, which tends to shrink the coefficients but does not set any to zero. This can be beneficial when dealing with multicollinearity but may not perform as well if some features are irrelevant.
  • Elastic Net combines both L1 and L2 regularization, allowing it to perform feature selection (by setting some coefficients to zero) while also shrinking others. This can lead to better generalization, especially in cases where there are many features, some of which may be irrelevant.

11. Check Permutation Importance¶

Even though we achieved a pretty decent R^2 of 22.5%, we may want to keep improving the model performance. We can check out which are the most important features by applying permutation importance, and decide what we wanna do with these important features.

In [36]:
# Calculate permutation importance
perm_importance = permutation_importance(
    ridge, 
    X_train, 
    y_train, 
    n_repeats=30,  # Number of times to permute a feature
    random_state=0, 
    n_jobs=-1  
)

# Create a DataFrame to hold feature names and their corresponding importances
importance_df = pd.DataFrame({
    'Feature': X_train.columns,
    'Importance': perm_importance.importances_mean,
    'Std': perm_importance.importances_std
})

# Sort the DataFrame by importance
importance_df = importance_df.sort_values(by='Importance', ascending=False)

# Display the top 10 most important features
print(importance_df.head(10))

                                        Feature  Importance       Std
47                       minimum_nights_avg_ntm    0.100062  0.007512
41                               minimum_nights    0.070024  0.005648
57                        number_of_reviews_ltm    0.035846  0.004496
44                       maximum_minimum_nights    0.034712  0.004229
48                       maximum_nights_avg_ntm    0.030892  0.003808
51                              availability_30    0.020014  0.002851
46                       maximum_maximum_nights    0.013924  0.002553
45                       minimum_maximum_nights    0.010193  0.001982
16                           host_response_rate    0.008854  0.002199
71  calculated_host_listings_count_entire_homes    0.007233  0.001941

12. More Feature Engineering¶

01. Discretize Nights and Availability 30¶

We want to introduce more nonlinearality. Given the importance scores of the features related to nights and availability_30, applying more discretization to these features could enhance the model's ability to capture relevant patterns and improve overall performance.

In [37]:
discretize_2 = [
    "minimum_nights_avg_ntm",
    "minimum_nights",
    "maximum_minimum_nights",
    "maximum_nights_avg_ntm",
    "availability_30",
    "maximum_maximum_nights",
    "minimum_maximum_nights"
]

02. Check Latitude and Longtitude Residuals¶

We can check latitude and longtitude's residuals (differences between the actual data and the prediction results) to understand how well the model is fitting the data.

  • Ideally, residuals should be randomly distributed around zero, indicating that the model captures the underlying patterns in the data without systematic bias.
  • If the residuals are large and show a pattern related to a feature, it may suggest that the feature is not adequately capturing the relationship with the target variable. Then we need to do more feature engineering to better capture the relationship.
In [37]:
train["preds"] = ridge.predict(X_train)
train["residuals"] = ridge.predict(X_train) - y_train
In [42]:
# Latlng are highly nonlinear, so should expect some improvement from this
by_latlng = (
    train.assign(lat_bin=np.round(train.latitude, 1), lng_bin=np.round(train.longitude, 1))[
        ["lat_bin", "lng_bin", "residuals"]
    ]
    .groupby(["lat_bin", "lng_bin"])
    .aggregate(["mean", "count"])
    .reset_index()
)

# by_latlng = by_latlng[by_latlng[("residuals", "count")] > 10]
by_latlng.columns = by_latlng.columns.map("_".join)

(
    ggplot(
        by_latlng,
        aes(
            x="lat_bin_",
            y="lng_bin_",
            fill=("residuals_mean"),
            alpha=("residuals_count"),
        ),
    )
    + geom_tile()
).show()
No description has been provided for this image

03. Check Price and Bedrooms Residuals¶

We can check the residuals between price and bedrooms to see if there is a nonlinear relationship between them.

In [43]:
(ggplot(
        train.assign(log_price=np.log(train.price))[train["bedrooms"] < 5],
        aes(x="log_price", y="residuals"),
    )
    + geom_point(alpha=0.2)
    + facet_wrap("~bedrooms")
    + geom_smooth()
    # + xlim((0, 1000))
).show()
No description has been provided for this image

04. Assembling More Features (Discretize Nights, Lat-Long Interaction, Price-Bedrooms Interaction)¶

From the residual plots, the residuals are more or less centered around 0. We decide to add interaction terms anyway since intuitively they have a non-linear relationship. We can compare the model's performance after more feature engineering to see if there is an improment.

In [40]:
# Step 1: Define the new discretization transformer for additional features
discretize_2_transformer = Pipeline(
    steps=[
        ("impute", SimpleImputer(strategy='mean')),  # Impute missing values
        ("binner", KBinsDiscretizer(n_bins=5, encode='onehot'))  # Discretize the features
    ]
)

# Step 2: Define the interaction transformer for latitude and longitude
lat_long_interaction_transformer = Pipeline(
    steps=[
        ("discretize", KBinsDiscretizer(n_bins=6)),
        ("poly", PolynomialFeatures(degree=2, interaction_only=True)),
    ]
)

# Step 3: Define the interaction transformer for price and bedrooms
price_bedroom_interaction_transformer = Pipeline(
    steps=[
        ("trans", ColumnTransformer(
            transformers=[
                ("trans",
                Pipeline([("impute", SimpleImputer(strategy='constant', fill_value=-1)),
                ("onehot", KBinsDiscretizer(n_bins=6))]),
                ["bedrooms"]),
                ("log", 
                 Pipeline([
                ("log", FunctionTransformer(np.log1p)),
                ("standardize", StandardScaler())]), 
                ["price"])
            ],
            remainder='passthrough'
        )),
        ("poly", PolynomialFeatures(degree=2, interaction_only=True)),
    ]
)

# Step 4: Create a new ColumnTransformer called transformation_2
transformation_2 = ColumnTransformer(
    transformers=[
        ('num', num_transformer, list(set(num) - set(clamp_min) - set(clamp_max))),
        ('discrete', discrete_transformer, discrete),
        ('clamp_min_nights', clamp_min_transformer, clamp_min),
        ('clamp_max_nights', clamp_max_transformer, clamp_max),
        ('log', log_transformer, log),
        ('cat', cat_transformer, cat),
        ('missing_indicator', missing_indicator_transformer, missing_indicator),
        ('discretize_2', discretize_2_transformer, discretize_2), # add more discretization
        ('lat_long', lat_long_interaction_transformer, ['latitude', 'longitude']),  # Add lat-lng interaction
        ('price_bedroom', price_bedroom_interaction_transformer, ['price', 'bedrooms']),  # Add price-bedroom interaction
    ]
)

13. Compare Model Performance After More Feature Engineering¶

Apply elastic net regularization to the new transformation pipeline and compare the results.

In [41]:
# Define the pipeline with Elastic Net regression
elastic_net_pipe = Pipeline(
    [
        ("trans", transformation_2),
        ("elastic_net", ElasticNet()),  
    ]
)

# Define the parameter grid for alpha (regularization strength) and l1_ratio
param_grid = {
    "elastic_net__alpha": np.logspace(-4, 4, 30),  # Regularization strength
    "elastic_net__l1_ratio": np.linspace(0, 1, 10)  # Mix ratio between L1 and L2
}

# Set up GridSearchCV
elastic_net_2 = GridSearchCV(
    elastic_net_pipe,
    param_grid,
    cv=20,  
    scoring='r2',  
    n_jobs=-1  
)

# Fit the model
elastic_net_2.fit(X_train, y_train)

/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124425.032839715, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124502.91048185862, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123488.29480802943, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124484.67633284078, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123363.17701677022, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124104.26862225586, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124691.87286010642, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123284.70350602441, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124358.49844450674, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122873.83818411703, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123766.7062195272, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124348.22985006236, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123458.45312393788, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125043.88171778414, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123573.22415032948, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122644.33021190029, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123672.81503748591, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123511.8773647977, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123745.86949423025, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123782.32825963158, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123471.82763941884, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124413.8772543997, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124087.53770818026, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124487.80479784476, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124468.03856085018, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123267.68483511184, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124678.60835331894, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123751.53065169424, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124340.9346404662, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123349.03428895658, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122853.64603417722, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124327.8609858443, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123555.77907020542, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125026.51572340998, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123439.79489465011, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122628.1991086394, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123493.5842248528, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123656.52104549267, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123767.17250252141, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123728.7323535448, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124402.65322817829, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124472.6787860582, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124070.68817737293, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123455.24082237238, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124451.35205201656, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123250.63245481602, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123334.85133210159, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124665.32510160332, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123736.39539619062, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124323.38704084272, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122833.53932495069, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124307.5956118994, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123538.19857494246, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123421.2844486079, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125009.04489358132, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122611.83822824225, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123640.24359730215, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123475.10033950688, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123752.08922176152, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123711.59004228776, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124391.34260235264, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124457.6048969814, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124053.66690272505, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123438.64807347361, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124434.5750457001, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123320.60822743303, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123233.5386494895, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124651.98580776813, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123721.22196416285, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122813.42007966292, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124305.70554529566, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124288.02928769632, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123520.413182838, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123402.98150934833, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123623.9320228495, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123456.42207211595, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122595.27987004645, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124991.44046624831, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123694.35770226341, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123737.06519168914, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124379.89588264503, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124442.20325719373, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124036.51564946, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123421.98961388512, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124417.62306592689, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123216.42907574894, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123306.29943749408, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124638.5522845687, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122793.15628980588, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123705.57513156153, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124267.08721235488, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124287.8424632015, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123502.3214467722, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123385.09209325109, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124973.71178246636, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122578.81405384054, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123607.52485927005, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123437.60679916893, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123722.06427879825, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123677.04036291411, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124426.75120859916, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124368.32983720719, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124019.089830344, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123405.21217355928, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123199.48205957789, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124400.36993641018, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123291.70138526992, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124625.02651840984, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122773.19035466097, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123689.63679595526, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124244.2376198262, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124270.40528690073, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123483.95625220194, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123367.86890532056, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122562.01353006986, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124955.87815944784, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123418.70424831737, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123590.93871379901, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123707.12317400143, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123659.0938980301, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123388.27543369174, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124411.0062647304, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124356.60697915098, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123182.86928924533, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124001.45165953872, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124382.72539335345, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124611.3865831282, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123276.71648105893, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124249.78765990486, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123673.58142881784, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122753.1042941602, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123465.19252234645, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123347.91339427738, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124225.20689776631, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124938.38366554724, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122544.7165553222, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123400.08310968618, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123573.91284637089, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123641.10380900632, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123692.36078290516, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124344.89532826666, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124394.76959790583, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123371.27459104868, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123983.10700236684, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124364.65840258061, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123164.17017932748, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123261.8029065534, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124597.70232498155, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123657.36391498697, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124230.01052620342, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122727.8896270536, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124204.58605463669, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123445.85274588264, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123329.82720975789, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124920.09549128432, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123554.89044473378, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122527.0076344468, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123622.23935977396, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123380.96784927264, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123678.45187487248, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124334.32073085585, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124377.73644712394, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123354.4210767166, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123964.10806324045, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124345.74209230155, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123143.16452657268, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123246.69790644544, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124584.08343281748, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123641.22847987452, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124208.91453321428, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124182.84847832524, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122704.30155745287, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123426.48420848236, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123311.67315579017, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124901.16532132837, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122508.34440541704, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123537.18812771635, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123360.93929769956, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123602.86556512336, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123662.68004543697, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124320.72751402773, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123338.99451544316, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124359.75582544655, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123947.2837289584, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124326.34257802209, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123124.3089560558, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123231.11990695108, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122678.95677079244, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124570.90862547072, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123624.82018842325, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124186.10807655525, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124160.8618024505, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123407.52713828067, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123294.20395854893, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122491.67553652533, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123340.44318627592, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124881.66778539651, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123583.25083575683, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123519.12784055872, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123647.81862569944, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124547.6954791816, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124657.49274088047, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123628.74059697404, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124268.88168755961, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124637.78541087617, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123511.13873858238, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123418.79070164211, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124831.98191235978, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123907.13483812814, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123036.28190344681, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124508.66759472578, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124506.60543260006, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123610.36777719962, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123737.26740183175, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125187.64280618707, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122800.21679615212, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123821.03737575786, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123662.11831124732, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123922.34684244829, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123905.36691677346, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124630.05973238588, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124527.25343560481, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123597.69611908762, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124237.75231564938, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124607.29076053199, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123484.87407951347, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123385.89879634524, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124807.25094750736, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123877.24778140981, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124473.8944682122, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122998.02800391828, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124470.94206758222, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123705.6560143327, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123573.82258062084, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125155.73130671169, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122770.69298366153, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123629.11324887599, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123790.65645228191, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123873.7523310307, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123893.0673882, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124507.13241018212, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124602.83879172003, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123567.74593577704, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124207.27309829192, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124577.13034560953, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123458.98327932703, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123353.75813264312, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124782.97603988301, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123848.02555559101, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122962.45705754157, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124441.20390686506, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124433.96148355964, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123674.8088170614, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123538.60577042193, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122741.43381525342, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125124.63983145275, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123761.29792813266, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123596.61269180167, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123842.61856771908, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123864.45056187932, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124487.2096580215, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123538.74354667561, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124177.24192501215, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124575.7942772552, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124547.92579759723, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123322.03532651086, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123433.33875807602, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124759.153051744, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123819.28307103929, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124411.63800759944, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122927.91713398993, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124397.4967462822, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123644.36662071454, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123504.59273289265, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125094.10774199382, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122712.33160399336, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123732.7768340004, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123812.16705577158, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123564.44002957483, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123838.33818756965, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124467.30306715383, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124548.98944774494, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123510.6465871464, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124147.49870306003, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124520.63591881929, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123290.72103257314, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123407.87578051166, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124736.24644880666, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123790.64322641602, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122892.96569975484, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124382.42959636064, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123614.14981036523, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124361.95899156421, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125063.85742341678, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123471.50890362776, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122683.3969361241, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123704.78522483674, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123532.5600502877, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123782.84014451585, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123811.0337347001, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124447.29015008661, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124523.4687050196, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123483.41274496619, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124117.69790000113, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124491.55421201144, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123258.45617100598, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123382.28660622807, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124712.29339721487, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123761.90613172021, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122857.14165934101, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124353.44556329216, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124326.72035179754, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123435.05307839399, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123583.70475601044, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125033.51288675405, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122654.67760906133, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123677.05640780456, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123753.05817400572, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123500.44647718366, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123784.76243440954, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124426.94957926894, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124500.86857507455, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123452.06521836511, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124087.78289655795, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124462.38390868768, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123227.70327662307, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124688.70313851137, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123356.21135800489, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123732.84795854565, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122823.49522082902, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124324.54232174998, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124292.64995535454, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123552.727133835, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123402.63158799568, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125002.81621242384, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122626.82224687988, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123468.04864156201, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123649.19470070719, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123722.9296054964, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123758.56572422257, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124406.34516036673, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124475.20280443245, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123425.46512852269, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124053.29243264833, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124432.50735365196, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123194.714332505, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123330.46979505164, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124664.78989652976, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123703.21971699636, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124294.14565418143, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122788.99848092168, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124259.25792454593, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123520.7928086325, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123375.093929582, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124972.47822542994, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122600.70921642239, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123613.35070559738, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123435.95361638753, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123692.67584252676, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123732.87706591253, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124386.37726491666, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123390.98487266651, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124448.15269676117, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124018.85581663786, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123160.7828083461, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124401.95146919365, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123305.84954466853, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124640.86002186431, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123672.67196888532, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122756.13225914372, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124266.29959152578, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124222.16454952004, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123488.09118592904, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124947.6202401812, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123359.94748106279, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122567.97068362084, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123581.21243692102, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123409.69093090131, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123660.9141002435, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123708.76375331222, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124370.30518698442, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124418.33392899511, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123361.15583359366, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123987.0759003183, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124369.37930279065, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123126.95443426372, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123279.035897538, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124618.01332886242, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122723.69887729101, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123642.49264117761, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124232.3815483601, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124182.25919831615, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123448.62801556366, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123319.03970539125, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124916.81955268818, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122537.70796043664, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123550.88409244602, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123378.67292025022, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123627.27356158571, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123690.21765150117, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124755.589302952, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124910.66728722194, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123860.50754392886, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124539.52360238535, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124889.91321614016, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123640.08362706193, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123757.05555058272, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125068.95044860053, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124144.9351815504, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123301.65032780136, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124742.69267124518, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124772.80953110028, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124007.7048663899, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123865.90792030362, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123055.6116366587, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125421.72279850146, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124066.98042858466, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123904.39549144168, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124171.34441811108, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124160.88743122354, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124711.64764710523, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124850.72882776182, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123789.0657539037, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124467.50656923994, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124824.20193237338, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123556.74600448452, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125015.38163427093, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123699.64684535036, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124071.79597371428, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123218.57702684167, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124672.58104716874, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124688.19864750907, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123940.21630529274, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123775.41913078316, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125349.18345121256, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122989.60728991126, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123996.01529285543, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123830.47049128973, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124102.62935736329, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124093.64109123859, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124672.08215500983, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124796.03695476674, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123722.35240893443, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124400.07337158044, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123476.70483685491, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124762.72295655002, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124965.8577799813, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123645.13580984643, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124005.6038632263, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123144.29752979157, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124614.07641999319, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124619.443821494, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123877.80655064622, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123694.33982908531, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122927.70215805466, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125286.169822152, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123932.12396190026, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123762.55184062486, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124035.54591753268, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124039.2325613052, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124636.014184565, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124745.2790619823, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123662.93519009468, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124337.16544969052, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124703.90440830486, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123398.36701252985, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123593.38620414783, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124924.76644696669, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123944.49102605999, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123078.17811536636, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124555.25599364792, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124548.02072481545, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123824.54164744585, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123624.6825079293, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122870.5109537158, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125230.6196444297, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123875.32025818892, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123699.5103097958, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123986.24134263917, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123980.40942291498, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124602.29306817292, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124695.78392800754, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123614.97247519258, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124277.78883984435, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124647.19303215784, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123324.62484108517, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123544.32254750567, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124883.7203349573, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123886.11181401502, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123021.15359486014, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124518.97742487007, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124487.18359065209, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123774.93617221098, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123567.00953707486, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122817.30485487651, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125179.96103229646, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123823.91030519534, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123640.04219797127, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123926.89912705615, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123938.55891230828, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124569.84936014785, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124649.64213053319, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123582.32853557997, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124221.06901384164, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124590.30000212423, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123253.77042702443, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123498.16007079568, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124849.17897979249, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123832.39136760385, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122975.40977190269, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124451.42893970033, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124429.11974613383, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123727.79967827887, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123525.25493319161, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125132.54906900336, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122767.55114795256, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123775.1671529695, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123590.44625192054, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123876.71501384894, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123895.01579516566, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124537.70231543387, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124608.05522000199, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123503.64298502049, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124165.06047303046, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123453.38895397104, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124532.79804206206, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123183.45959044242, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124808.88488993063, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123790.1260100624, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122942.62235268329, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124408.03796851159, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124372.11424758498, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123682.00354241932, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123464.20882151135, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125086.27711317503, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122719.89142384913, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123725.67262299392, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123565.10912318507, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123829.97956244096, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123852.84624686281, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124504.57402537251, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124568.48707640551, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123463.29952968855, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124108.62809090283, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124477.49323455681, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123113.02411654228, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123411.81271312671, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124769.4885300347, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123732.77817591929, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122934.51885770189, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124379.5477669724, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124313.15394624555, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123634.95247741276, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123403.00198377663, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125039.53068150526, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122675.96527129844, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123675.17628563805, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123795.3705279006, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123504.00192143553, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123808.71628832126, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124470.92065458419, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124568.591908649, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123427.36470143111, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124050.43098243224, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123046.2559519797, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123373.8474824952, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124456.42700523748, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124730.68886687991, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123678.12714235898, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122861.91500648313, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124332.68055282485, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124268.97262533434, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123584.70158143378, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123310.54201978874, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124992.4911604965, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123627.71469026036, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122646.01452163517, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123453.11175774006, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123762.4055386726, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123756.440580067, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124432.74587166005, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124522.63937444765, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123391.7027883857, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124444.9075718384, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123994.72298218399, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123006.10282244033, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123340.32574447934, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124679.25146074459, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122793.94807055408, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123624.26994369485, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124292.41334248577, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124234.16160955299, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123485.3971714249, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123302.75134674156, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124963.30881570585, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122592.74915162647, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123581.9613110395, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123440.39668218042, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123708.65206459133, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123694.50787071662, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125096.82566562119, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125312.9609842459, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124231.24751996915, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124967.19430537317, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125291.74995668174, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123994.92366307425, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124148.44128721219, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125456.861603224, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124530.83868829884, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123723.8832047778, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125113.62981140308, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125192.16138497123, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124278.44941464691, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124442.02660194102, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125794.87266856723, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123461.05495755366, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124464.42386628599, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124286.9465953786, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124598.5293716635, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124551.64757166443, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124952.4014175971, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125097.26105159182, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123944.23815502995, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124715.88391897338, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125074.38185615743, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123672.91254857765, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123958.39325559454, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125275.588439347, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124250.04713962745, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123463.83190936845, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124850.23410350196, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124886.87570499007, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124209.94122894508, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123902.48754207992, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125500.26836807477, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123221.78371158439, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124166.83672424145, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124017.6000904385, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124311.118142692, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124368.51203475574, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124835.18187714391, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124927.07308203306, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123709.1945651686, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124504.74002628775, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124904.59824091756, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123401.13624541073, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125121.03962776065, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123809.14744504957, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124013.17131274138, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123246.19799005179, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124706.57012565884, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124557.56206255317, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124032.99155115143, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123569.05612592441, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125269.44730518748, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123026.1313133183, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123959.74680666387, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123807.07687624551, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124181.56933058356, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124110.89333348713, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124745.28321371366, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124807.22217436085, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123522.59550164583, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124306.29215171958, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123191.99079687327, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124772.20480931248, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123698.33815550189, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124996.26688814846, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123815.18181156191, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123065.18048298615, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124561.05561640816, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124304.14351912637, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123868.3899945214, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123308.20941485288, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125028.46163804285, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123825.22675828451, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122897.41859058975, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123663.07214791386, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124028.4581997517, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123939.43925923297, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124660.7571116091, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124759.63644387072, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123375.03944898065, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124171.93115059429, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124674.38856225937, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123014.45897771911, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123636.32343712175, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124900.14916736288, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123666.20341987917, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122991.45235685956, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124465.69473650919, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123758.83781871817, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124090.31386144392, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124918.31648192595, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123144.86049281232, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122809.94320091887, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123739.87225415006, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123560.09617568694, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123947.8486357157, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123826.84033218179, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123245.72699352015, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124622.55238268444, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124753.37853651612, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124071.55621252289, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122866.67889046099, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124595.76171987821, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123568.29825210813, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124820.7433435773, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122908.4349663913, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123586.2271842306, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124413.3423052561, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123976.62477072173, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123720.53116343849, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123051.4158676268, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124919.23373083644, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122710.40641273976, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123686.78381656623, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123468.93777477925, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123932.4378807336, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123758.36543627045, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124610.20995618627, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124682.11719337142, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123208.25497212105, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122742.50863058088, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123986.68581199698, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124515.18647028439, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123467.94784972837, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124888.19725479302, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122886.10652682594, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123511.86831460801, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124388.70200183167, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123901.84564293409, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123650.3200128119, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122986.71582034309, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124809.03636357596, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122607.87289264693, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123432.06840691474, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123652.58250735575, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123866.10123395621, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123691.5303795692, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123236.54037421175, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124578.22513054869, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124664.1154542415, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123912.14261029554, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124424.1894017949, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122659.13474444694, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123413.0083876689, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124804.18413568499, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123511.5605975687, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122857.88857665076, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124369.33977631066, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123832.69622666556, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123585.88709732714, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122929.88405704583, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124755.56695598696, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122546.5891110662, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123627.17474065484, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123349.24602156635, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123811.7929772544, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123641.09683110463, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124500.98820693098, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124638.65753144142, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123182.75406058689, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123826.62397792265, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124327.097583888, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122582.7307227049, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123318.65269475, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123436.63404739636, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122841.30823353535, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124756.17262556947, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124330.73029027654, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123790.11425644012, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123528.73025927464, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122749.63179593702, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124687.01976932393, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122547.30678571365, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123551.5077409992, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123209.83004860242, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123772.19988368178, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124424.62324521792, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123586.7088044666, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124726.73979017216, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123175.18859272535, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123735.90925143077, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124123.39791610137, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122489.78357746404, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123269.54851717179, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124570.79606687241, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123317.89115732531, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122933.04815850014, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124452.27628773556, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123977.39030589903, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123458.6223861953, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122574.67067168806, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124601.45997889468, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122554.80782298726, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123466.16500145393, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122907.37700733307, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123891.04530879465, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123367.31499464255, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125621.94329648223, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124790.45610888692, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125915.05589514211, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125896.72385039285, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125599.87667927776, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124535.65514150544, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124731.01005000518, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126050.50958185353, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125114.89386354631, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124360.56544114962, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125671.8813918648, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125101.14544556565, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125817.53084948818, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124902.27550233177, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126360.90661780322, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124068.16786523118, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125069.49036393203, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125242.0483547394, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124860.3741697166, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125150.69512632041, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124687.76486386226, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124616.96173973892, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123009.42786253146, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123579.86653909458, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124682.62664775125, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123242.21819808001, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121895.91802690821, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124927.37152089212, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122841.91429206071, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123003.58057057185, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124320.73402030366, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123556.82514175735, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122395.45918174209, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121927.34283678108, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116109.36489354177, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122540.37221702475, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121975.4081637117, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122695.5211672892, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123597.24598887273, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123313.71207050879, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124088.33507169785, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123679.54575079565, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121847.9187990122, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124065.37444824557, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122611.37268884023, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120446.06641481204, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122507.12899314771, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124139.51934122654, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122090.01443521395, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123399.53098792174, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121345.84138094081, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120910.69576169865, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122439.98143293825, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120471.22261306299, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119258.25045546672, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121109.76963112588, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120957.42935416434, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121842.12940799988, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121925.39696585528, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122485.86758732353, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123436.40799488507, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121225.1041703031, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123283.63143426736, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122360.26463876804, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123678.43490890547, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122078.89550844672, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119797.6032813672, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121021.36419119034, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123722.43243840874, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121635.94123364931, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122902.96262679865, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120528.58961288269, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118983.8018762955, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121916.12913530548, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119803.94001478895, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120429.14559171302, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120876.10264303426, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121606.49542649878, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121347.43351702321, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122228.81382944476, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122191.90677240196, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123376.9551683168, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120988.59151815274, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122404.10183853631, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123547.55708430693, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120035.67265220975, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122161.65094361354, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122859.44462665294, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121124.67048516033, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121496.15567755973, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123019.50522993735, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120594.29810055498, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120386.08153410238, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119422.04658291298, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118495.2885819938, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120974.82820448217, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121646.14891519368, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120388.65256194494, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119885.75351376703, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122236.91343911065, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123409.57856540797, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122899.87810534907, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120779.69510459044, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122501.32658376456, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123532.94454115919, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122344.757276969, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120100.45121015565, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123054.76326900443, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121380.12955249184, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121736.61799593775, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122727.86221254684, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120660.85523967842, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121399.78453823172, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118797.28932577779, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120007.65855548737, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121199.7352597048, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121009.70283443951, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119237.4634784162, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120176.19233014925, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123493.02781377966, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122159.94322603336, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123229.14682011648, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121009.46595049817, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122785.14945355873, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123350.53506755574, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122550.9880148604, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120839.25339164815, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123198.83562895247, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121591.10903127433, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122012.43433016368, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122493.5385220756, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120329.78773795886, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121729.83218874446, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120886.2280879796, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119143.62118333105, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121508.10455630602, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121563.85405763483, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119662.39513726735, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119801.56907215132, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123645.67656520962, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122434.07439032283, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123457.85152306898, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121130.643408734, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123274.73944315859, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123576.12654579889, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120578.42638149988, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122774.73292129101, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123210.5979454714, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121841.97427720814, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121670.87158632583, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122313.82359307903, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120424.08213315, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122019.16745009589, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117710.88150283972, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121416.8823056027, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121754.58869456485, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122118.38451953471, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119990.13551215197, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119650.50641864009, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122732.95163819625, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123667.72543498737, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123235.13928763955, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121499.42783308757, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123738.30900644702, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122911.92992817168, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120948.54279039598, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122477.49245923568, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122987.85040248629, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122366.1194143472, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120974.77316154703, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121589.24314184001, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120580.05299692195, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122110.14786245817, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109699.29648572969, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122319.58965633332, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121989.41187562849, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123466.58391126938, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116530.7936286037, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106739.77834678083, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123693.15661794803, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122493.5181899391, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123289.01022363456, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122926.46348107248, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121412.80769815517, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123515.9233911468, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123051.17611128936, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121127.61975582912, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122098.16962374296, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122622.41469837926, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120655.8050026664, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120055.96471572042, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121180.77717977183, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122609.09445355544, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122275.64418337711, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 104385.36181318639, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121947.72763128132, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122944.93499310194, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99319.0316486015, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 107326.8913359434, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122546.26742785958, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126369.00168999463, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126751.36445416507, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125572.0051234559, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126466.27074316658, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126739.44667477443, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125305.14938523715, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126885.33617412749, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125535.93803302737, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125928.45788456583, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126454.57185772625, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125248.78843289841, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126678.14996935554, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126026.51834086173, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125771.44834849889, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127160.90514099177, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124912.31195752439, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125920.98760059215, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125659.07607325808, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126136.01840736993, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125994.98329435418, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75928.55278206369, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109675.72331377953, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106506.8594942863, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 113198.3434957139, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 90487.81805331106, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106369.03826999635, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 113525.84858245464, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86094.50929834729, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114010.24103045343, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 107706.3584922019, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106325.2514901117, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110148.29886617832, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97259.56955076495, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101402.55264337198, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103422.87673115794, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110755.94768997874, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 107641.015163194, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109770.65524790942, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109246.64334197636, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109874.5672705716, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59405.27204104226, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86971.69576961681, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93822.89207185409, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 98003.67785894067, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73872.78395583866, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82250.92853995506, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95898.1044060069, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 98740.1470365744, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99503.13510034034, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65434.35621168552, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74723.96362331355, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95759.82096936862, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68229.17668520608, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72938.29425587496, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80316.74167059314, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95989.95995804238, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86971.88178811253, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94585.59830331655, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92772.65862489361, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92204.97721191047, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81863.32791018987, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89446.33105330006, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75660.38118461825, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69365.36246949021, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62953.979052019335, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40739.88047495822, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32975.47913210702, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83783.89474961978, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72207.00888591343, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34060.18158464332, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38332.26979024366, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61128.93407347986, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81961.30748485803, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51729.070333137875, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52465.94284297484, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53505.29301187456, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73650.95399104519, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75729.78980598314, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74054.70455197946, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77846.28679293783, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94510.98627481353, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56377.02864754808, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39083.354636634554, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34182.374356539425, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60362.67891559187, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37213.48680777835, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87571.59156460057, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31338.56161088565, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38294.179407669784, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89824.80247325626, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75526.27424145676, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53704.63510188549, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51321.28587469745, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39625.14843530484, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26535.6864818435, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46065.07130079197, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37466.542751982386, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68609.09334453463, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54871.89162031823, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74843.21566115832, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103647.62283714238, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59900.3865887977, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36016.875274912265, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64901.087750177976, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96656.003988302, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58300.56398679194, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102883.64298612617, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52554.70912345052, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50352.467466323025, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20363.218157953437, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58543.20959194614, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27231.084409937816, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55925.26767508959, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27423.664295785624, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20990.769071750576, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76535.59820051565, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52935.25528568863, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44613.13656839507, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54878.156093560945, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73936.86151554884, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 111626.61124427318, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101127.50291413635, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21932.515172704065, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94698.33548261621, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 111204.87735717873, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85473.24880097117, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94219.3985913156, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96274.32988683722, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 112814.85429511919, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54525.97682414665, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16409.205008469173, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22016.00742865642, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93157.45413073877, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24184.567604188633, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41001.217027501145, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 100372.7279296759, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79302.71842148568, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43684.44226891418, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52073.922171167345, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 91295.94373717997, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116861.82699759518, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84541.93822570567, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114805.1618465232, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110904.50135955849, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116232.88372977584, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 100489.44459741145, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117775.28720934138, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110527.49112030593, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109661.40653338499, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95242.75069902398, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99388.48496789705, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110320.17894097546, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70391.63290017238, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30483.364918338906, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82277.28878374954, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 112064.19382305772, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99390.42547388753, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92292.73702930722, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50711.885072544916, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39539.41593411149, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119536.47320717866, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 115676.50291264453, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117037.91033545733, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92811.02816653889, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118117.55667078853, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 111405.35774890141, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119963.05402803187, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106659.67151457892, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 98274.93876526157, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 115224.42420184118, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109101.95709048687, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99306.63685160523, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 113783.92604890157, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35159.654609322126, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55306.52506523568, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117191.45131165258, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53295.82305574525, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109196.69371113859, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110026.17004804593, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78110.49651126825, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 105264.62148569031, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35119.55249223039, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106594.44749554431, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69021.49233496441, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110925.89800259512, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121763.62487403663, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120511.97880470875, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 113212.60103188538, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118975.06539873601, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29346.91707891498, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79996.74564144513, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70343.01547583131, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99177.5061662478, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9931.806356209505, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37943.14822269509, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118059.91011769445, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73473.25909776741, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39840.314179069115, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56568.56502014439, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117695.76069198549, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127340.56263366122, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127814.2987729372, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126570.55529406255, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127553.546331573, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127809.28975120572, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126310.60926051746, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126557.18846258291, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127951.04748746344, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126960.76813931223, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126376.01035625763, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127457.53378499848, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127759.0842033611, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127206.18509577253, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126870.62256033285, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128195.80551470674, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125986.5082476773, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127012.77638295884, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127266.43250819064, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 126678.09074153015, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127073.63170210022, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99150.08151320924, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79823.63090984698, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79733.20664400303, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40732.712869590745, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83684.22110073213, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 66723.41666329387, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93493.44644669312, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84020.8631052337, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95156.92994904621, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61043.63274819328, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73568.2220144174, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43630.80650906038, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96792.55975196452, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80442.20733297037, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79627.33743115405, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78462.06635890354, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81424.13831159266, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41394.88454612161, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39069.31394969873, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97172.46018340395, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75711.15932853059, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63485.41526392063, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49869.95915149253, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20998.37861804734, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60572.39536104478, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76384.90800231494, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42401.55205082589, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85287.05241172257, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42594.48595582557, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55839.046153870746, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24672.71233523742, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 57134.83149735021, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81803.35776727075, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65293.75514411513, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59104.025545633136, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37123.55202258848, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65370.11147603535, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23177.38250354139, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36726.093389317786, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81789.93213636937, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59783.64811125312, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44661.92052552514, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51946.55525830833, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17614.411807392375, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35579.76670138215, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58868.815131184354, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32824.85016507603, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26442.725427064055, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79783.16667655014, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51617.697944298794, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5707.716556629079, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52422.21898789963, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 57938.265467934776, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56427.02109683033, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49880.99081034232, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25557.394794178836, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28553.453430237307, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21712.01939004846, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30407.38500464594, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35296.66444659153, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49982.97256921188, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38480.278980895106, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33279.42203469726, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13576.506800388219, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18226.825086354045, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45448.96973906529, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73128.14436916917, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16490.608513241285, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14382.59191631063, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42187.00639562761, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5662.708426575147, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36217.36794995019, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37961.67269853552, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40527.99411028667, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44585.557915336176, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14932.82308265171, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25928.82706216292, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25092.056758343242, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26670.589920558967, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15865.73807601098, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33545.69137944114, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14919.876451574557, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28555.96515943142, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11020.545986146142, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16734.328225010046, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31103.466991618363, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6491.880253408453, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13560.514468509005, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67886.29960767283, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7311.161611397489, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14620.600262863416, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24963.959677832638, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26918.26064532355, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32494.394994909584, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33742.61829201036, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25972.315362031717, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9105.128308046376, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16193.940803297417, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29630.9758373823, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26698.97450920593, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5693.988151187543, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17812.972061660927, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15229.026501890592, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11280.772377030662, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9773.098653453344, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13574.648015781102, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12120.96136975591, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46042.077982432456, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17265.787736842118, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15860.209893146297, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1890.8829029136396, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17509.10053390736, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10824.885507471685, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21922.06282485198, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21860.210245357244, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25767.31251191997, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6432.693723214528, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26576.442879046866, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23622.879756062495, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4170.848472266662, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14134.595288542623, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15570.966787866462, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11226.602494365565, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7791.773882135429, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16868.40005869171, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4305.6392025477835, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13272.732728023635, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54675.166822687344, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27924.14521875506, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18340.08616275509, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6761.0008738237375, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5121.708548165247, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5788.083536443766, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13945.400662906643, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22193.958136590052, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8467.370310415805, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6284.185674853914, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22016.55672649757, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21706.628383730567, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29900.451981840728, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2824.8766077825276, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44039.55251836775, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21825.372207514796, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32172.20549983777, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7682.6374418671185, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4809.0231477146735, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82302.9152584559, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21008.075117833243, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45895.21068517292, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30692.667694275544, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6628.018911414256, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10368.694616782159, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18650.06102745401, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17339.806225520413, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7035.964758503629, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21263.885491085966, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8205.383434418123, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25136.702618992334, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16759.569247537205, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12905.194984106958, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46675.91549212301, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31695.524859146113, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15702.06833666042, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18116.151177375898, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25877.48579575075, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7080.272083632648, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 973.0387392651464, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26528.616418845864, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19991.879613194295, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6078.195795469481, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 286.1042693410127, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15707.455906410702, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28638.992389520165, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15494.933794391894, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1901.8777960675943, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16530.392869614676, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13282.87945353784, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10926.28101203352, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79887.15057681262, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18074.49784051007, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128487.67279864059, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129041.64677795568, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127732.54113914247, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128797.47652698695, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129039.27131411688, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127508.23188296436, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127736.30439954852, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129183.33576674946, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128152.58638360507, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127669.87721302628, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128622.38118938901, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128994.69081730385, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128559.63425985494, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128127.39336303616, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129410.17085540618, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127229.6757298925, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128280.99595659884, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127865.99768954357, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128560.46644041658, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128317.52893971502, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18858.658656958694, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10918.617249394883, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7351.651238524442, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4582.299405339116, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2852.804090863152, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9575.910935125983, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2355.625894211, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9904.917488486477, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5419.442543587007, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2134.1370870365645, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 805.3243268233491, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3634.249821053032, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14392.429888839688, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8086.11133845977, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6653.106591270625, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6638.89126400603, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3033.8010912282334, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9601.000809105026, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4779.801539719134, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8072.835631393216, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4057.7339024998364, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3781.526605109015, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 783.4926368294109, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2049.913730534696, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1419.8559019033564, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3130.6321836476272, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 797.7431944776035, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1839.1025491125765, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 438.25323155068327, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 331.9771424730716, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2633.351714941615, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 314.2848047290463, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4826.717363191565, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3667.407807828684, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2454.095577754255, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 846.5103154703975, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3836.849915717263, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 563.3840176852245, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1848.65903948294, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3033.3800970986194, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 713.2473309343914, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1152.377328473347, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 371.614249839884, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174.97096391196828, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1324.866871452221, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2438.496596519777, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 411.1790652468626, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 90.04717520222766, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.86365153393126, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 296.88953835799475, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123.78014916661778, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1375.2045342788915, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1463.6208163096453, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2234.388400998054, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1062.085778849112, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 576.2456822791428, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76.7115712860832, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 637.9104586506437, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1029.8897032534005, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1868.1252081895946, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5649.458776069339, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 566.4738494835328, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 284.98847397766076, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 556.4779848129838, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84.46483785193413, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 363.4825083076139, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52.284079360135365, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 251.11252264361246, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167.06401768163778, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 265.27287919071387, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 663.7853276326787, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 109.93873417528812, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136.58908560773125, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 344.342646452249, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 596.7147134062834, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 325.1149341427372, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 574.9515807773569, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1142.771977130411, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 914.191930830013, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10923.96405935593, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 194.75965912331594, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129.97689371556044, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 257.9926323691034, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76.44448625890072, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1188.8774939311843, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85.04733260863577, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 151.7408232272137, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118.76338943938026, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179.31079498439794, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123.19092426495627, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60.44098047335865, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 100.73558099483489, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 679.9689473786857, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 264.54021533744526, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37.495666648144834, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110.87564331106842, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 543.8782552651828, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4840.566671715176, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 526.7900895889034, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 262.5918602485035, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 159.10443599367863, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96.29038118809694, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 262.0360122275306, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6608.464219922433, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62.33264330335078, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41.88541929612984, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 148.41834763728548, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 237.72605732968077, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173.27293184920563, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65.12634292209987, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 537.4985756693932, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 98.46016361250076, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79.70631665340625, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92.44616647923249, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 359.3511760729889, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 549.3818727199105, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1428.6472993076895, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 279.9798005731136, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131.50301330912043, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133.43388793777558, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 325.9038199906354, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10044.318420759402, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 305.16038083910826, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42.25313465675572, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 363.5508218810137, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 262.79002498136833, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96.06624952342827, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97.5120297013782, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84.6348618362681, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 165.6763570891344, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62.301957123330794, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163.82084463277715, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58.630359247588785, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 768.874287813378, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2533.1753394960833, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1483.390687308216, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 180.71235086323577, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168.9391147023125, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1472.3647642112046, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2739.095130368427, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 474.42553329627845, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 122.56272770860232, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142.14806571876397, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 441.18228771784925, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 313.9651844240434, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 169.5315847118327, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 181.77973216064856, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170.04298353890772, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176.84210237156367, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92.30542451291694, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 299.0636940484692, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 188.3168404060416, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168.27913374773925, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1555.9259568367852, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 417.01932455206406, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 511.3956476074818, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 336.55842103034956, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2024.7054640694696, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142.36633098465973, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3764.3938193076465, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 570.7045411724248, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1081.9411411505425, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 214.58822449701256, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 88.8046044363582, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1447.592555477604, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 453.2684129784466, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81.34540451192879, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 476.6722526680678, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67.57835103714024, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 519.1311495118134, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 452.2818209939287, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73.75771675037686, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 150.09865664699464, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 785.2621133461944, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129729.04609898622, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130343.36266563184, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128979.357492915, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130334.00462303193, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130105.36380177582, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128820.59486398137, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128985.55323872865, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130493.72272376915, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129421.97463165174, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129027.39079903587, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129862.30985215768, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129444.74653277292, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129972.10508723935, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130295.41043324913, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130713.50683166893, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128551.02072735396, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129630.8461077638, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129146.97187607616, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129915.49295156698, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129630.52784224798, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171.36243560770527, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 196.73360418743687, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138.2636265566689, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102.26719569810666, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139.7162213655247, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 295.16895343834767, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130.72441413416527, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51.951095213822555, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76.36753491312265, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51.95585918420693, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87.94897448108532, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134.88525415575714, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72.58483753510518, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36.949267313291784, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92.65681192453485, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127.57889857629198, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 218.24247592466418, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 239.10204773713485, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79.53676591033582, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 57.33507015305804, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79.00617255116231, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142.38198687529075, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147.80495041096583, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49.08608992991503, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36.23142684123013, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46.29587617359357, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44.4347138106823, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63.146550126286456, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106.07654954589088, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131653.2666309159, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130250.16491555296, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130997.23469249152, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131404.7855519573, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131623.64023850684, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130238.96738217282, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130178.81221470585, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131817.22545990752, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130706.9030975393, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131112.39991519105, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130367.01097958689, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131358.47079055503, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131596.71611481876, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130754.32832997733, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132031.10831922683, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129878.0885572372, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130988.37803759967, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130459.67292159994, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131254.37225862528, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130944.9802491337, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132965.43749072475, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131534.89569577257, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132684.958462691, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132278.31537670246, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132901.64994468898, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131559.9260922843, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131490.362578553, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133142.94002870918, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131997.14053909562, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132364.89585077882, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131670.15008601834, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132895.8860892056, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132052.33782937285, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132705.43335808985, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133347.4298090855, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131195.64459034114, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132339.1174791681, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 131789.58921147385, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132564.888695201, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132257.47933379075, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133624.87129324474, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134340.0837227236, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132885.27060996095, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134227.88403580038, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134008.43696422188, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133002.23239235228, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134519.83241446418, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132799.00887803297, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133343.76556758903, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132995.47168425054, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133673.48015964273, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134073.81676903088, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134256.6409603832, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133403.99492594364, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134717.32174991604, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132558.73677284585, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133736.58947111623, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133183.82460010424, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133904.38900543452, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 133627.74544067285, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135148.61641916278, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135891.96272221685, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134411.60627166386, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135500.1053945412, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135716.1705393883, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134604.46112859302, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136051.78464553348, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134278.3420332399, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134855.6841104771, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134469.12133168834, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135144.69825198682, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135792.76515976965, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135583.15218838156, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136252.7885055111, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134929.46453261128, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134084.80946960297, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 134749.61460335492, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135291.72475484436, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135386.73019812765, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135163.8648666975, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137785.03410045957, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137016.02664942676, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137532.45994536832, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136281.49961559486, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137338.36269752265, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136094.0741219736, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136527.1539362448, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137898.26822377136, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136700.35205034973, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136273.32214441296, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136942.62405834318, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137407.12124265815, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138114.34877032874, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137661.9617173058, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136797.44713463122, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 135945.02476771426, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137168.30962289075, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 136652.43744440918, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137178.56959939667, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137022.33214276456, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139462.716867416, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140248.99985059287, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138730.99638061147, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139764.86710062073, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139911.33788981146, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139004.89858956326, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138480.9032451052, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140289.24889207282, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139116.92078439676, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138655.18616233865, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139310.12163034847, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140085.48555045243, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139242.40904134882, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139787.0230944562, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138373.2057624768, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140526.91322635155, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139599.23637401205, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139128.60011574693, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139515.3225295243, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139427.24017718423, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142785.99724312147, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143577.5062089098, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142052.37531211786, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143147.40523600843, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142329.92232516888, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143073.84968779114, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143516.99395533762, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 141733.4792805384, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142403.73627745663, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142555.94613995572, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 141920.1581298967, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143345.10489701162, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143019.96740404956, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142561.77708448123, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143779.0183926155, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 141658.53362769535, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142879.40120502329, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142472.45904583926, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142694.14482038733, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142663.1111202231, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146479.45114539994, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147229.49842178132, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 148018.02953681594, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147498.21562322925, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147480.64423621175, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146733.84300573642, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147824.89665523372, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146091.7127162279, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146319.79121293404, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146927.42958608703, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147673.12932367163, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146803.2097556687, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147347.186767017, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147001.8656838595, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 148115.19195200808, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146038.2703499906, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147249.58967690342, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146917.72816821726, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146964.17704474667, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146960.24277261525, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 153520.8285248337, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152733.68268502335, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 151944.203467676, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152967.16521963797, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152852.22263479096, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 151496.81488313316, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152149.00978579128, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 153164.8568944353, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 151798.81689154857, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152258.1846767181, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152355.49632570584, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 153013.53490351926, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 153490.25617974112, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152717.806047549, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152504.1260679984, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 151455.481642902, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152393.43676152296, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152260.8668242754, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152275.58764601915, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 152649.6370723402, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158722.53262719867, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 159517.49158398714, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 157871.1382341918, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158902.24025608768, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 157382.43701297458, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158696.69434752074, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158009.97994928475, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158984.78032624078, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158252.64125076323, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158200.5541489515, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 157776.74190764528, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158815.0692660834, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158488.615852147, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158579.79943115087, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 159352.05565223627, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 157344.25738217088, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158323.11153239547, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158037.22629579867, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158512.08556703673, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158045.70894233283, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164266.08503398832, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 165077.30470400202, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163342.15614176082, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164383.14802882733, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164103.10017376838, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163415.42410450365, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 162833.62167490678, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164381.14942786563, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163707.3822459995, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163314.79736096555, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163693.6203880624, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164183.31943986772, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164025.6199654471, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164791.97929643418, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 162787.1038515643, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164021.28655022386, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163927.29808675588, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163792.78556936648, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163385.46615145574, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163380.775882282, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168629.05449284014, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 169457.9521100728, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168688.36632633887, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167636.88307384614, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168352.40875132853, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167656.81971388008, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167124.66540955307, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168633.81062082812, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168043.3024189041, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167671.42267177734, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167961.28749778977, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168407.72882655595, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168322.58595843747, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168367.41798077404, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167058.88825268685, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 169082.24509059393, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168181.0378999379, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168087.38273631135, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167590.26199956014, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 167574.73135372996, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170588.7396968218, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171651.29124682202, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171636.35299157767, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172477.6909064722, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171274.22976661116, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170079.68891481112, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170568.6586744374, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171566.63909459062, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171028.49826193665, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170894.02624859352, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170668.57778543423, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171317.6171512853, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171282.88841756465, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 169988.66840585388, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171354.88126731644, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172042.75786858407, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171107.3753368686, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171042.29562933877, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170479.55399526696, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170461.8212589353, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172451.82856907733, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173539.96382008822, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174385.45688389454, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173526.28986359134, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173116.83585530665, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172398.54834221525, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171944.5322399588, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173420.24863687283, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172911.22325518014, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172557.38990882834, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173157.12009275827, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172746.43740128996, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173145.1499835954, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173237.94250097216, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173917.30905537927, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171827.89684168377, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172955.99599717621, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172910.06738826344, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172297.45056732168, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172287.6992880767, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174708.87394114138, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175549.2848997913, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173594.95265954026, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174243.88379548365, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174681.64902742283, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173506.4589077724, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173082.22847086616, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174550.15275042775, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174059.15014243734, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173706.75917324758, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174284.95871734616, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173884.07656529153, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172944.1829154943, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174386.45555063823, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174270.2403582189, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175068.72389310223, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174089.19553988407, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174055.92368011372, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173404.0484023078, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173410.0473382995, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175448.23942039307, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174321.35343960804, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176273.48434650185, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174955.5621458059, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175419.09005354875, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174188.76508054297, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175251.51462977778, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173793.15974485647, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174605.82482575535, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174776.81268938287, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174421.1013142563, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174996.56454533787, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174959.34396242085, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175104.77921330274, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175797.93703227746, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 173641.14308246184, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174779.43873864372, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174805.3397794561, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174097.33678584368, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174123.36920095616, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175958.80457486442, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174826.62122441424, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175932.02631891955, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175446.99223487158, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176757.7281225282, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174273.22891575494, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174639.2390459796, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175720.84898774518, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175264.11676225506, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174899.51482900177, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175103.53464950187, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175482.90727869887, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175591.5450648521, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175412.46755743475, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174116.8783788203, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176302.39986870694, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175299.62098979598, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174571.25003247702, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175274.1894361366, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174619.55394453797, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176358.19423888912, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176327.94843128175, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175220.55674542885, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177118.42897512327, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174634.4996537171, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175829.47698272642, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174970.399467888, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176076.07959031846, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175637.9778411706, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175484.37338373548, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175257.32962654586, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175851.86584681217, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175961.82400934582, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175748.8559954533, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174485.57660454826, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176696.99647494117, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175009.44160736664, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175685.54401718394, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175649.7936591964, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174936.43780557739, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176714.46576694748, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175564.21193287574, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177422.47154387916, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176165.8275369586, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176666.38215255673, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176386.86133912782, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174939.89509080726, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175246.44162579862, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175966.17013122776, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175560.1452924149, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175807.90724053228, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176281.60538177742, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176163.86181674746, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177047.74235056192, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176038.21601744523, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174812.14855777836, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176028.37288129958, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175967.88832462032, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175356.9555077758, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175254.93221963657, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177062.08991958626, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175889.93078396984, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177705.5653954535, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176979.92668578817, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176489.0249858585, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175501.52095703702, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176689.55777896714, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175222.8937508003, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175842.81299215404, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176106.78837397802, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176284.07599705135, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176451.68021269975, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176585.68978437159, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176316.80636559508, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177388.56718278647, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175129.75701734968, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176361.62510844943, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176262.04148153664, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175558.7478310384, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175695.60395427165, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177972.2944268993, tolerance: 35.730868478644545
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177398.54534221854, tolerance: 35.654745852453246
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176199.21395468432, tolerance: 35.39925181786092
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176799.90818224943, tolerance: 35.524160656316155
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177272.66107156448, tolerance: 35.60352787579396
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175487.92339522348, tolerance: 35.23358168666192
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175740.88385019387, tolerance: 35.27067395906845
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176985.24830935214, tolerance: 35.55468200423432
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176592.17154589653, tolerance: 35.48027904022582
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176385.70428815697, tolerance: 35.41904491884262
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176109.83361513267, tolerance: 35.35972533521524
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176719.94051513218, tolerance: 35.47974071983062
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176587.12473221554, tolerance: 35.46107949894141
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176876.2732596499, tolerance: 35.52592297106568
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177718.20928274284, tolerance: 35.71589446012703
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175437.58831665444, tolerance: 35.24863179251943
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176684.09328363521, tolerance: 35.50608863796752
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 175848.77057311678, tolerance: 35.31998772053635
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176537.01626853738, tolerance: 35.44746831333806
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 176024.3927105969, tolerance: 35.37870289343684
  model = cd_fast.sparse_enet_coordinate_descent(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 3 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 4 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 5 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 6 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:658: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142427.74528648605, tolerance: 37.333029701642644
Out[41]:
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_communication',
                                                                          'host_total_listings_count',
                                                                          'bedrooms',
                                                                          'review_scores_location',
                                                                          'longitude',
                                                                          'availability_365',
                                                                          'review_scores_rating',
                                                                          'bed...
       2.59294380e+00, 4.89390092e+00, 9.23670857e+00, 1.74332882e+01,
       3.29034456e+01, 6.21016942e+01, 1.17210230e+02, 2.21221629e+02,
       4.17531894e+02, 7.88046282e+02, 1.48735211e+03, 2.80721620e+03,
       5.29831691e+03, 1.00000000e+04]),
                         'elastic_net__l1_ratio': array([0.        , 0.11111111, 0.22222222, 0.33333333, 0.44444444,
       0.55555556, 0.66666667, 0.77777778, 0.88888889, 1.        ])},
             scoring='r2')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_communication',
                                                                          'host_total_listings_count',
                                                                          'bedrooms',
                                                                          'review_scores_location',
                                                                          'longitude',
                                                                          'availability_365',
                                                                          'review_scores_rating',
                                                                          'bed...
       2.59294380e+00, 4.89390092e+00, 9.23670857e+00, 1.74332882e+01,
       3.29034456e+01, 6.21016942e+01, 1.17210230e+02, 2.21221629e+02,
       4.17531894e+02, 7.88046282e+02, 1.48735211e+03, 2.80721620e+03,
       5.29831691e+03, 1.00000000e+04]),
                         'elastic_net__l1_ratio': array([0.        , 0.11111111, 0.22222222, 0.33333333, 0.44444444,
       0.55555556, 0.66666667, 0.77777778, 0.88888889, 1.        ])},
             scoring='r2')
Pipeline(steps=[('trans',
                 ColumnTransformer(transformers=[('num',
                                                  Pipeline(steps=[('impute',
                                                                   SimpleImputer(fill_value=0,
                                                                                 strategy='constant')),
                                                                  ('scale',
                                                                   StandardScaler())]),
                                                  ['review_scores_communication',
                                                   'host_total_listings_count',
                                                   'bedrooms',
                                                   'review_scores_location',
                                                   'longitude',
                                                   'availability_365',
                                                   'review_scores_rating',
                                                   'beds', 'host_response_rate',
                                                   'revi...
                                                                                                                     SimpleImputer(fill_value=-1,
                                                                                                                                   strategy='constant')),
                                                                                                                    ('onehot',
                                                                                                                     KBinsDiscretizer(n_bins=6))]),
                                                                                                    ['bedrooms']),
                                                                                                   ('log',
                                                                                                    Pipeline(steps=[('log',
                                                                                                                     FunctionTransformer(func=<ufunc 'log1p'>)),
                                                                                                                    ('standardize',
                                                                                                                     StandardScaler())]),
                                                                                                    ['price'])])),
                                                                  ('poly',
                                                                   PolynomialFeatures(interaction_only=True))]),
                                                  ['price', 'bedrooms'])])),
                ('elastic_net',
                 ElasticNet(alpha=0.20433597178569418, l1_ratio=0.0))])
ColumnTransformer(transformers=[('num',
                                 Pipeline(steps=[('impute',
                                                  SimpleImputer(fill_value=0,
                                                                strategy='constant')),
                                                 ('scale', StandardScaler())]),
                                 ['review_scores_communication',
                                  'host_total_listings_count', 'bedrooms',
                                  'review_scores_location', 'longitude',
                                  'availability_365', 'review_scores_rating',
                                  'beds', 'host_response_rate',
                                  'review_scores_accuracy', 'revi...
                                                                    transformers=[('trans',
                                                                                   Pipeline(steps=[('impute',
                                                                                                    SimpleImputer(fill_value=-1,
                                                                                                                  strategy='constant')),
                                                                                                   ('onehot',
                                                                                                    KBinsDiscretizer(n_bins=6))]),
                                                                                   ['bedrooms']),
                                                                                  ('log',
                                                                                   Pipeline(steps=[('log',
                                                                                                    FunctionTransformer(func=<ufunc 'log1p'>)),
                                                                                                   ('standardize',
                                                                                                    StandardScaler())]),
                                                                                   ['price'])])),
                                                 ('poly',
                                                  PolynomialFeatures(interaction_only=True))]),
                                 ['price', 'bedrooms'])])
['review_scores_communication', 'host_total_listings_count', 'bedrooms', 'review_scores_location', 'longitude', 'availability_365', 'review_scores_rating', 'beds', 'host_response_rate', 'review_scores_accuracy', 'reviews_per_month', 'availability_60', 'bathrooms', 'host_listings_count', 'number_of_reviews', 'price', 'latitude', 'review_scores_cleanliness', 'calculated_host_listings_count_shared_rooms', 'host_acceptance_rate', 'availability_30', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'number_of_reviews_l30d', 'accommodates', 'review_scores_value', 'review_scores_checkin', 'calculated_host_listings_count_private_rooms', 'calculated_host_listings_count_entire_homes', 'availability_90']
SimpleImputer(fill_value=0, strategy='constant')
StandardScaler()
['beds', 'bedrooms', 'bathrooms']
SimpleImputer()
KBinsDiscretizer()
['minimum_nights', 'minimum_nights_avg_ntm', 'minimum_minimum_nights', 'maximum_minimum_nights']
FunctionTransformer(func=<function <lambda> at 0x28d2bba60>)
['maximum_nights', 'maximum_nights_avg_ntm', 'minimum_maximum_nights', 'maximum_maximum_nights']
FunctionTransformer(func=<function <lambda> at 0x28d2bb240>)
['price', 'number_of_reviews', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'host_listings_count', 'host_total_listings_count', 'calculated_host_listings_count_entire_homes']
FunctionTransformer(func=<ufunc 'log1p'>)
StandardScaler()
['neighbourhood_cleansed', 'room_type', 'property_type', 'instant_bookable', 'host_is_superhost', 'host_identity_verified', 'host_has_profile_pic', 'host_response_time', 'host_verifications']
SimpleImputer(fill_value='missing', strategy='constant')
OneHotEncoder(drop='first', handle_unknown='ignore', min_frequency=10)
['neighborhood_overview', 'last_review', 'host_about']
FunctionTransformer(func=<function <lambda> at 0x28d2f2520>)
['minimum_nights_avg_ntm', 'minimum_nights', 'maximum_minimum_nights', 'maximum_nights_avg_ntm', 'availability_30', 'maximum_maximum_nights', 'minimum_maximum_nights']
SimpleImputer()
KBinsDiscretizer()
['latitude', 'longitude']
KBinsDiscretizer(n_bins=6)
PolynomialFeatures(interaction_only=True)
['price', 'bedrooms']
ColumnTransformer(remainder='passthrough',
                  transformers=[('trans',
                                 Pipeline(steps=[('impute',
                                                  SimpleImputer(fill_value=-1,
                                                                strategy='constant')),
                                                 ('onehot',
                                                  KBinsDiscretizer(n_bins=6))]),
                                 ['bedrooms']),
                                ('log',
                                 Pipeline(steps=[('log',
                                                  FunctionTransformer(func=<ufunc 'log1p'>)),
                                                 ('standardize',
                                                  StandardScaler())]),
                                 ['price'])])
['bedrooms']
SimpleImputer(fill_value=-1, strategy='constant')
KBinsDiscretizer(n_bins=6)
['price']
FunctionTransformer(func=<ufunc 'log1p'>)
StandardScaler()
 
passthrough
 
PolynomialFeatures(interaction_only=True)
 
ElasticNet(alpha=0.20433597178569418, l1_ratio=0.0)
 




















In [42]:






save_r2(elastic_net_2, datasets, results, "elastic_net_2")
pd.DataFrame(results)

























/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros









Out[42]:












linear_reg
ridge
elastic_net
elastic_net_2






train
0.284392
0.246037
0.241600
0.251292




test
0.181947
0.223522
0.225277
0.223712


























In [43]:






save_cv(elastic_net_2, cv_results, "elastic_net_2")
pd.DataFrame(cv_results)





















Out[43]:












ridge
elastic_net
elastic_net_2






mean_test_score
0.216175
0.216902
0.219403




std_test_score
0.010494
0.010908
0.010438




params
{'ridge__alpha': 417.53189365604004}
{'elastic_net__alpha': 0.1082636733874054, 'el...
{'elastic_net__alpha': 0.20433597178569418, 'e...






























The model performance after more feature engineering is not better on the test set, and the gap between train and test r2 is even bigger than the best model before more feature engineering. This could be due to the fact that the new features are not important for the model.


So we should stick to "transformation_1" instead of "transformation_2" for future models.






















14. Non-linear Model: Random Forest and Hyperparameter Tuning¶






















The linear model after elastic net regularization already shows a significant improvement of performance on test set and reduction of overfitting. We still wanna try out nonlinear models like random forest because:


    

  • Handling Non-Linearity: Nonlinear models capture complex, non-linear relationships without needing explicit interaction terms.
    • 

  • Robustness to Outliers: Nonlinear models are less sensitive to outliers compared to linear models, which can skew coefficients.
    • 

  • Feature Importance: Random forest provides built-in measures of feature importance, helping identify key predictors.
    • 

  • Reduced Risk of Overfitting: Combines predictions from multiple trees, reducing overfitting risk compared to single models.
    • 



















In [23]:






# Step 1: Define the pipeline with Random Forest regression
rf_pipeline = Pipeline(
    [
        ("trans", transformation_1),  # Use the existing transformation_1
        ("rf", 
         RandomForestRegressor(
             n_estimators=200,
                max_depth=10,
                n_jobs=-1))  # Random Forest model
    ]
)

# Step 2: Define the parameter grid for hyperparameter tuning
param_grid = {
    #"rf__n_estimators": [100, 200, 300],  # Number of trees in the forest
    "rf__max_depth": [5, 10, 20, 30],  # Maximum depth of the tree
    #"rf__min_samples_split": [2, 5, 10],  # Minimum number of samples required to split an internal node
    #"rf__min_samples_leaf": [1, 2, 4],  # Minimum number of samples required to be at a leaf node
    "rf__max_features": [0.05, 0.1, 0.2, 0.5]  # Number of features to consider when looking for the best split
}

# Step 3: Set up GridSearchCV
rf = GridSearchCV(
    rf_pipeline,
    param_grid,
    cv=20,  # 5-fold cross-validation
    scoring='r2',  # Use R² as the scoring metric
    n_jobs=-1  # Use all available cores
)

# Step 4: Fit the model
rf.fit(X_train, y_train)

























/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 8] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 1 are removed. Consider decreasing the number of bins.
  warnings.warn(
/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_discretization.py:307: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 2 are removed. Consider decreasing the number of bins.
  warnings.warn(









Out[23]:




GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_value',
                                                                          'review_scores_cleanliness',
                                                                          'host_listings_count',
                                                                          'beds',
                                                                          'calculated_host_listings_count',
                                                                          'accommodates',
                                                                          'availability_30',
                                                                          'calcul...
                                                                          'host_verifications']),
                                                                        ('missing_indicator',
                                                                         Pipeline(steps=[('indicator',
                                                                                          FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>))]),
                                                                         ['neighborhood_overview',
                                                                          'last_review',
                                                                          'host_about'])])),
                                       ('rf',
                                        RandomForestRegressor(max_depth=10,
                                                              n_estimators=200,
                                                              n_jobs=-1))]),
             n_jobs=-1,
             param_grid={'rf__max_depth': [5, 10, 20, 30],
                         'rf__max_features': [0.05, 0.1, 0.2, 0.5]},
             scoring='r2')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. 
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
GridSearchCV(cv=20,
             estimator=Pipeline(steps=[('trans',
                                        ColumnTransformer(transformers=[('num',
                                                                         Pipeline(steps=[('impute',
                                                                                          SimpleImputer(fill_value=0,
                                                                                                        strategy='constant')),
                                                                                         ('scale',
                                                                                          StandardScaler())]),
                                                                         ['review_scores_value',
                                                                          'review_scores_cleanliness',
                                                                          'host_listings_count',
                                                                          'beds',
                                                                          'calculated_host_listings_count',
                                                                          'accommodates',
                                                                          'availability_30',
                                                                          'calcul...
                                                                          'host_verifications']),
                                                                        ('missing_indicator',
                                                                         Pipeline(steps=[('indicator',
                                                                                          FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>))]),
                                                                         ['neighborhood_overview',
                                                                          'last_review',
                                                                          'host_about'])])),
                                       ('rf',
                                        RandomForestRegressor(max_depth=10,
                                                              n_estimators=200,
                                                              n_jobs=-1))]),
             n_jobs=-1,
             param_grid={'rf__max_depth': [5, 10, 20, 30],
                         'rf__max_features': [0.05, 0.1, 0.2, 0.5]},
             scoring='r2')
 
Pipeline(steps=[('trans',
                 ColumnTransformer(transformers=[('num',
                                                  Pipeline(steps=[('impute',
                                                                   SimpleImputer(fill_value=0,
                                                                                 strategy='constant')),
                                                                  ('scale',
                                                                   StandardScaler())]),
                                                  ['review_scores_value',
                                                   'review_scores_cleanliness',
                                                   'host_listings_count',
                                                   'beds',
                                                   'calculated_host_listings_count',
                                                   'accommodates',
                                                   'availability_30',
                                                   'calculated_host_listings_count_enti...
                                                   'host_is_superhost',
                                                   'host_identity_verified',
                                                   'host_has_profile_pic',
                                                   'host_response_time',
                                                   'host_verifications']),
                                                 ('missing_indicator',
                                                  Pipeline(steps=[('indicator',
                                                                   FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>))]),
                                                  ['neighborhood_overview',
                                                   'last_review',
                                                   'host_about'])])),
                ('rf',
                 RandomForestRegressor(max_depth=30, max_features=0.05,
                                       n_estimators=200, n_jobs=-1))])
 
ColumnTransformer(transformers=[('num',
                                 Pipeline(steps=[('impute',
                                                  SimpleImputer(fill_value=0,
                                                                strategy='constant')),
                                                 ('scale', StandardScaler())]),
                                 ['review_scores_value',
                                  'review_scores_cleanliness',
                                  'host_listings_count', 'beds',
                                  'calculated_host_listings_count',
                                  'accommodates', 'availability_30',
                                  'calculated_host_listings_count_entire_homes',
                                  'calculated_hos...
                                 ['neighbourhood_cleansed', 'room_type',
                                  'property_type', 'instant_bookable',
                                  'host_is_superhost', 'host_identity_verified',
                                  'host_has_profile_pic', 'host_response_time',
                                  'host_verifications']),
                                ('missing_indicator',
                                 Pipeline(steps=[('indicator',
                                                  FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>))]),
                                 ['neighborhood_overview', 'last_review',
                                  'host_about'])])
 
['review_scores_value', 'review_scores_cleanliness', 'host_listings_count', 'beds', 'calculated_host_listings_count', 'accommodates', 'availability_30', 'calculated_host_listings_count_entire_homes', 'calculated_host_listings_count_private_rooms', 'reviews_per_month', 'number_of_reviews_l30d', 'review_scores_communication', 'review_scores_accuracy', 'availability_365', 'review_scores_rating', 'number_of_reviews', 'review_scores_location', 'bathrooms', 'longitude', 'availability_90', 'price', 'latitude', 'host_response_rate', 'calculated_host_listings_count_shared_rooms', 'availability_60', 'host_acceptance_rate', 'host_total_listings_count', 'number_of_reviews_ltm', 'review_scores_checkin', 'bedrooms']
 
SimpleImputer(fill_value=0, strategy='constant')
 
StandardScaler()
 
['beds', 'bedrooms', 'bathrooms']
 
SimpleImputer()
 
KBinsDiscretizer()
 
['minimum_nights', 'minimum_nights_avg_ntm', 'minimum_minimum_nights', 'maximum_minimum_nights']
 
FunctionTransformer(func=<function <lambda> at 0x291282c00>)
 
['maximum_nights', 'maximum_nights_avg_ntm', 'minimum_maximum_nights', 'maximum_maximum_nights']
 
FunctionTransformer(func=<function <lambda> at 0x291283ba0>)
 
['price', 'number_of_reviews', 'number_of_reviews_ltm', 'calculated_host_listings_count', 'host_listings_count', 'host_total_listings_count', 'calculated_host_listings_count_entire_homes']
 
FunctionTransformer(func=<ufunc 'log1p'>)
 
StandardScaler()
 
['neighbourhood_cleansed', 'room_type', 'property_type', 'instant_bookable', 'host_is_superhost', 'host_identity_verified', 'host_has_profile_pic', 'host_response_time', 'host_verifications']
 
SimpleImputer(fill_value='missing', strategy='constant')
 
OneHotEncoder(drop='first', handle_unknown='ignore', min_frequency=10)
 
['neighborhood_overview', 'last_review', 'host_about']
 
FunctionTransformer(func=<function <lambda> at 0x2912d4fe0>)
 
RandomForestRegressor(max_depth=30, max_features=0.05, n_estimators=200,
                      n_jobs=-1)
 




















In [45]:






save_r2(rf, datasets, results, "rf")
pd.DataFrame(results)

























/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros









Out[45]:












linear_reg
ridge
elastic_net
elastic_net_2
rf






train
0.284392
0.246037
0.241600
0.251292
0.580813




test
0.181947
0.223522
0.225277
0.223712
0.254365


























In [46]:






save_cv(rf, cv_results, "rf")
pd.DataFrame(cv_results)





















Out[46]:












ridge
elastic_net
elastic_net_2
rf






mean_test_score
0.216175
0.216902
0.219403
0.229249




std_test_score
0.010494
0.010908
0.010438
0.01124




params
{'ridge__alpha': 417.53189365604004}
{'elastic_net__alpha': 0.1082636733874054, 'el...
{'elastic_net__alpha': 0.20433597178569418, 'e...
{'rf__max_depth': 10, 'rf__max_features': 0.1}






























The testing R² score for Random Forest is ~25%, which is higher than the other models but also indicates a notable drop from the training score. This discrepancy suggests that the model may be overfitting the training data.


We can use methods such as limiting tree depth, reducing number of leaves, limiting number of features, and increasing minimum samples for splitting to mitigate overfitting and improve the model's ability to generalize to new data.


After preprocessing, building transformation pipeline, several rounds of feature engineering, applying regularization and trying different models, we finally improved the R² score on the test set from 18% to 25%. A significant improvement! Now we can check the feature importance from the best model to see which features are most important for the model.






















15. Permutation Importance for the Best Model¶


















In [ ]:






# Calculate permutation importance
perm_importance = permutation_importance(
    rf, 
    X_train, 
    y_train, 
    n_repeats=30,  # Number of times to permute a feature
    random_state=0, 
    n_jobs=-1  
)

# Create a DataFrame to hold feature names and their corresponding importances
importance_df = pd.DataFrame({
    'Feature': X_train.columns,
    'Importance': perm_importance.importances_mean,
    'Std': perm_importance.importances_std
})

# Sort the DataFrame by importance
importance_df = importance_df.sort_values(by='Importance', ascending=False)





















In [45]:






print(importance_df)

























                                         Feature  Importance       Std
56                             number_of_reviews    0.017971  0.005490
57                         number_of_reviews_ltm    0.017780  0.005276
52                               availability_60    0.013940  0.004560
53                               availability_90    0.011775  0.003820
51                               availability_30    0.008913  0.003280
74                             reviews_per_month    0.008624  0.003979
41                                minimum_nights    0.005177  0.001427
71   calculated_host_listings_count_entire_homes    0.004620  0.001997
67                           review_scores_value    0.004369  0.002301
54                              availability_365    0.004075  0.002206
65                   review_scores_communication    0.004058  0.002453
64                         review_scores_checkin    0.003777  0.002415
66                        review_scores_location    0.003672  0.002741
40                                         price    0.003523  0.003098
63                     review_scores_cleanliness    0.003362  0.003297
58                        number_of_reviews_l30d    0.003031  0.001127
61                          review_scores_rating    0.002993  0.002998
47                        minimum_nights_avg_ntm    0.002740  0.001575
17                          host_acceptance_rate    0.002685  0.003509
33                                     room_type    0.002538  0.000984
35                                     bathrooms    0.002308  0.001545
30                                      latitude    0.002092  0.001881
43                        minimum_minimum_nights    0.001917  0.001275
38                                          beds    0.001783  0.002129
44                        maximum_minimum_nights    0.001624  0.001084
48                        maximum_nights_avg_ntm    0.001515  0.000726
37                                      bedrooms    0.001497  0.001795
32                                 property_type    0.001242  0.001516
60                                   last_review    0.000964  0.001502
7                          neighborhood_overview    0.000745  0.001895
45                        minimum_maximum_nights    0.000695  0.001065
72  calculated_host_listings_count_private_rooms    0.000614  0.001625
24                            host_verifications    0.000607  0.001196
31                                     longitude    0.000599  0.001884
18                             host_is_superhost    0.000579  0.002750
34                                  accommodates    0.000571  0.001521
23                     host_total_listings_count    0.000569  0.002691
46                        maximum_maximum_nights    0.000270  0.000967
73   calculated_host_listings_count_shared_rooms    0.000188  0.000114
11                                     host_name    0.000000  0.000000
10                                      host_url    0.000000  0.000000
9                                        host_id    0.000000  0.000000
59                                  first_review    0.000000  0.000000
27                                 neighbourhood    0.000000  0.000000
5                                           name    0.000000  0.000000
8                                    picture_url    0.000000  0.000000
6                                    description    0.000000  0.000000
12                                    host_since    0.000000  0.000000
4                                         source    0.000000  0.000000
3                                   last_scraped    0.000000  0.000000
68                                       license    0.000000  0.000000
2                                      scrape_id    0.000000  0.000000
55                         calendar_last_scraped    0.000000  0.000000
0                                             id    0.000000  0.000000
13                                 host_location    0.000000  0.000000
20                              host_picture_url    0.000000  0.000000
29                  neighbourhood_group_cleansed    0.000000  0.000000
36                                bathrooms_text    0.000000  0.000000
1                                    listing_url    0.000000  0.000000
39                                     amenities    0.000000  0.000000
21                            host_neighbourhood    0.000000  0.000000
19                            host_thumbnail_url    0.000000  0.000000
49                              calendar_updated    0.000000  0.000000
50                              has_availability    0.000000  0.000000
70                calculated_host_listings_count   -0.000011  0.001813
42                                maximum_nights   -0.000040  0.001073
22                           host_listings_count   -0.000062  0.002217
62                        review_scores_accuracy   -0.000116  0.002284
25                          host_has_profile_pic   -0.000152  0.000353
26                        host_identity_verified   -0.000220  0.000411
14                                    host_about   -0.000394  0.000901
16                            host_response_rate   -0.000592  0.002366
69                              instant_bookable   -0.001187  0.000827
15                            host_response_time   -0.002024  0.001755
28                        neighbourhood_cleansed   -0.002765  0.001544

























16. Final Prediction¶


















In [26]:






predictions = rf.predict(X_test)
r2 = r2_score(y_test, predictions)
print("R² Score:", r2)

























R² Score: 0.24822241842125092













/opt/anaconda3/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0, 2] during transform. These unknown categories will be encoded as all zeros
  warnings.warn(

























The model's prediction on the test set has a R² score of 25%, which is a pretty good result! It means the model is able to capture the underlying patterns in the data and make accurate predictions.






















17. Insights and Recommendations¶






















01. Observations from Feature Importance from the Best Model¶
    

  • Most Important Features
    • 







Category
Feature
Importance






Guest Engagement
Number of Reviews
0.017971




Guest Engagement
Number of Reviews LTM
0.017780




Availability
Availability_60
0.013940




Availability
Availability_90
0.011775




Availability
Availability_30
0.008913




Guest Engagement
Reviews per Month
0.008624




Stay Rules
Minimum Nights
0.005177




Host Metrics
Calculated Host Listings Count (Entire Homes)
0.004620




Guest Satisfaction
Review Scores Value
0.004369




Availability
Availability_365
0.004075




Guest Satisfaction
Review Scores Communication
0.004058




Guest Satisfaction
Review Scores Check-in
0.003777




Guest Satisfaction
Review Scores Location
0.003672




Pricing
Price
0.003523




Guest Satisfaction
Review Scores Cleanliness
0.003362




Guest Engagement
Number of Reviews L30D
0.003031




Guest Satisfaction
Review Scores Rating
0.002993






    

  • Least Important Features
    • 







Category
Feature
Importance






Host Metrics
Calculated Host Listings Count
-0.000011




Stay Rules
Maximum Nights
-0.000040




Host Metrics
Host Listings Count
-0.000062




Guest Satisfaction
Review Scores Accuracy
-0.000116




Host Profile
Host Has Profile Pic
-0.000152




Host Profile
Host Identity Verified
-0.000220




Host Profile
Host About
-0.000394




Host Responsiveness
Host Response Rate
-0.000592




Booking Logistics
Instant Bookable
-0.001187




Host Responsiveness
Host Response Time
-0.002024




Location
Neighbourhood Cleansed
-0.002765


























02. Key Insights¶
    

  • Reviews and Activity Rule: Listings thrive on a cycle of bookings and reviews—both total volume and recent frequency signal demand and trust.
    • 

  • Availability is a Lever: Short-term openness (30-90 days) drives bookings, reflecting LA’s spontaneous travel patterns.
    • 

  • Quality Supports, Doesn’t Lead: Review scores matter, but they’re secondary to engagement and availability—value and operational ease (communication, check-in) edge out cleanliness or location.
    • 

  • Price is Contextual: It influences bookings but isn’t a dealmaker—guests weigh it against perceived value.
    • 

  • Host Profile and Logistics Fade: Basic host traits and instant booking don’t move the needle; guests focus on listing performance over host identity or process.
    • 



03. Actionable Recommendations¶
A) For Airbnb Owners in LA¶
"DOs"


    

  • Maximize Review Volume and Recency:
      

    • Action: Prompt every guest for a review post-stay with a friendly, personalized message. Highlight recent reviews in your listing description (e.g., “Rated 5 stars by guests in 2025!”).
      • 

    • Why: High review counts (total and LTM) are top predictors, building credibility and visibility.
      • 

    

    • 

  • Keep Short-Term Availability High:
      

    • Action: Open your calendar for the next 30-90 days, adjusting dynamically based on demand (e.g., unblock dates during slow periods). Use Airbnb’s calendar tools to monitor booking trends.
      • 

    • Why: Availability_60 and _90 are key drivers, catering to LA’s last-minute bookers.
      • 

    

    • 

  • Optimize Minimum Nights:
      

    • Action: Set minimum stays to 1-2 nights, especially for weekends or off-peak seasons, unless targeting long-term renters.
      • 

    • Why: Lower minimums broaden your audience, aligning with the feature’s moderate importance.
      • 

    

    • 

  • Prioritize Value and Operations:
      

    • Action: Price competitively while emphasizing value (e.g., “Best deal in Santa Monica!”). Streamline check-ins (e.g., keyless entry) and respond promptly post-booking to boost communication scores.
      • 

    • Why: Review scores for value, communication, and check-in rank higher than cleanliness or location—focus on what guests notice most.
      • 

    

    • 



"DON'Ts"


    

  • Don’t Over-Focus on Profile or Instant Booking:
      

    • Action: Skip lengthy “About” sections or instant booking unless it fits your style—invest effort in listing quality instead.
      • 

    • Why: These features have negligible or negative importance.
      • 

    

    • 



B) For Airbnb as a Platform¶
"DOs"


    

  • Boost Review Engagement:
      

    • Action: Enhance host tools to automate review requests with customizable templates. Gamify reviews for guests (e.g., badges for frequent reviewers).
      • 

    • Why: Number of reviews and LTM are top predictors—more reviews amplify platform activity and trust.
      • 

    

    • 

  • Refine Availability Tools:
      

    • Action: Develop a dashboard showing hosts their 30-, 60-, and 90-day availability impacts on bookings, with suggestions to unblock dates during low-demand windows.
      • 

    • Why: Short-term availability drives bookings—empowering hosts to optimize this can lift overall platform performance.
      • 

    

    • 

  • Promote Value-Driven Pricing:
      

    • Action: Upgrade Smart Pricing to factor in review scores (especially value) alongside market rates, nudging hosts toward competitive yet profitable pricing.
      • 

    • Why: Price and review scores (value) interplay—aligning them enhances guest satisfaction and bookings.
      • 

    

    • 

  • Simplify Guest Experience Metrics:
      

    • Action: Streamline host performance tracking to prioritize communication, check-in, and value scores over less impactful metrics like response time or profile completeness.
      • 

    • Why: Mid-tier review scores matter more than host responsiveness—focus host education on what drives bookings.
      • 

    

    • 



"DON'Ts"


    

  • Rethink Instant Booking Push:
      

    • Action: Reassess aggressive promotion of instant booking in LA, offering hosts more control or highlighting its optional nature.
      • 

    • Why: Its negative importance suggests it’s not a universal win—guest preferences may lean toward interaction.
      • 

    

    • 

  • Downplay Neighborhood Granularity:
      

    • Action: Shift marketing from hyper-local neighborhood tags to broader LA appeal (e.g., “Explore LA’s best spots”) unless tied to high review scores for location.
      • 

    • Why: Neighbourhood cleansed has low importance—location’s impact is already captured elsewhere.
      • 

    

    •